#SampleID BarcodeSequence LinkerPrimerSequence LAB_PERSON_CONTACT SAMP_COLLECT_DEVICE PROJECT_SPECIFIC_SITE SOURCE_ENV Env SourceSink KELLEY_OFFICE_SITE ASSIGNED_FROM_GEO RUN_DATE TITLE COMMON_SAMPLE_SITE RUN_PREFIX AGE INVESTIGATION_TYPE ENVIRONMENT ANATOMICAL_SAMPLE_SITE STATION TOT_ORG_CARB INCLUDES_TIMESERIES BODY_SITE SPECIFIC_LOCATION ELEVATION COLLECTION_DATE GENDER ALTITUDE NUCL_ACID_AMP PCR_COND SEX CARB_NITRO_RATIO ANNUAL_SEASON_TEMP BACTERIALCELLSPERM3 PRINCIPAL_INVESTIGATOR_CONTACT HOST_SUBJECT_ID ANONYMIZED_NAME POOL_PROPORTION SAMP_SIZE FLOOR URL STUDY_DESCRIPTION CMIN_RATE VENTILATION_TYPE LONGITUDE MIENS_COMPLIANT TOT_ORG_NITRO STUDY_CENTER NUCL_ACID_EXT BODY_HABITAT BODY_PRODUCT STUDY_ABSTRACT ENV_FEATURE KEY_SEQ STUDY_TITLE BARCODE_READ_GROUP_TAG REGION EXPERIMENT_DESIGN_DESCRIPTION PCR_PRIMERS PMID AGE_IN_YEARS HOST_INDIVIDUAL ORIGINAL_SAMPLE_SITE LAB_PERSON EXPERIMENT_CENTER COUNTRY TEXTURE EXPERIMENT_ALIAS DEPTH TREATMENT HOST_TAXID SILT_CLAY TEMP_UNITS SUBMIT_TO_INSDC NICU PRINCIPAL_INVESTIGATOR PROJECT_NAME SEQUENCING_METH ROOM TEMP SOIL_MOISTURE_DEFICIT COMMON_NAME LEVEL ENV_BIOME PLATFORM RUN_ALIAS AIRFLOWVELOCITYMPERSEC ANNUAL_SEASON_PRECPT PH POOL_MEMBER_ACCESSION STUDY_ALIAS EXPERIMENT_TITLE TAXON_ID SAMPLE_CENTER SOIL_TYPE AGE_UNIT AIRCHANGESPERHOUR STUDY_ID LIBRARY_CONSTRUCTION_PROTOCOL STUDY_REF LOCAL_TIME PUBLIC HOST_COMMON_NAME POOL_MEMBER_NAME ENV_MATTER TARGET_GENE BUILDING VENTILATION_METHOD TARGET_SUBFRAGMENT RUN_CENTER PRIMER_READ_GROUP_TAG SURFACE HUMIDITY INSTRUMENT_NAME HUMIDITY_UNITS LATITUDE TIME_ZONE HOSPITAL Description M1.489861 AACCAAGG CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 1420000 jlgreen@uoregon.edu NA M1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 20.88706739 NA air metagenome NA ENVO:city FASTA NA 9.016393443 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 5.358265096 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 33.32786885 NA percent 45.52 PST NA "mechanically ventilated hospital room, 11:30" M2.489854 CCAAGGAA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 937000 jlgreen@uoregon.edu NA M2 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 21.29690346 NA air metagenome NA ENVO:city FASTA NA 8.655737705 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 3.529165064 1345 "FLX Titanium 27F, 338R" NA 1300 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.86229508 NA percent 45.52 PST NA "mechanically ventilated hospital room, 13:00" M3.489857 GAAGACCA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 607000 jlgreen@uoregon.edu NA M3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 22.25434028 NA air metagenome NA ENVO:city FASTA NA 16.140625 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.406254985 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 31.6703125 NA percent 45.52 PST NA "mechanically ventilated hospital room, 16:00" M4.489862 GCTTGCTT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 1200000 jlgreen@uoregon.edu NA M4 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 21.91093474 NA air metagenome NA ENVO:city FASTA NA 20.77777778 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.512498341 1345 "FLX Titanium 27F, 338R" NA 1700 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.65555556 NA percent 45.52 PST NA "mechanically ventilated hospital room, 17:00" M5.489864 TCCTCTTC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 2580000 jlgreen@uoregon.edu NA M5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 235 22.98148148 NA air metagenome NA ENVO:city FASTA NA 4.484848485 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 5.102859082 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.82575758 NA percent 45.52 PST NA "mechanically ventilated hospital room, 12:20, 2/28/2012" W1.489853 AACCAACC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 723000 jlgreen@uoregon.edu NA W1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 235 20.26451078 NA air metagenome NA ENVO:city FASTA NA 21.05970149 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 11.71536064 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 34.76567164 NA percent 45.52 PST NA "window ventilated hospital room, 11:30" W3.489863 GAACACCT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 867000 jlgreen@uoregon.edu NA W3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 23.18189964 NA air metagenome NA ENVO:city FASTA NA 8.290322581 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 13.68490584 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 30.2516129 NA percent 45.52 PST NA "window ventilated hospital room, 16:00" W4.489865 GGCCTAAT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 625000 jlgreen@uoregon.edu NA W4 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 20.75308642 NA air metagenome NA ENVO:city FASTA NA 8.80952381 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 12.05542727 1345 "FLX Titanium 27F, 338R" NA 1700 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 34.96507937 NA percent 45.52 PST NA "window ventilated hospital room, 17:00" W5.489859 GTTGCTTC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 969000 jlgreen@uoregon.edu NA W5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 21.61025641 NA air metagenome NA ENVO:city FASTA NA 12.16923077 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.275441425 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 37.35230769 NA percent 45.52 PST NA "window ventilated hospital room, 12:20, 2/28/2012" O1.489860 CAACACCA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 572000 jlgreen@uoregon.edu NA O1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 11.77777778 NA air metagenome NA ENVO:city FASTA NA 316.8 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 66.2 NA percent 45.52 PST NA "outside air inlet, 11:30" O2.489858 CCTTCCTT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 607000 jlgreen@uoregon.edu NA O2 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 12.40740741 NA air metagenome NA ENVO:city FASTA NA 322.6666667 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1300 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 62.66666667 NA percent 45.52 PST NA "outside air inlet, 13:00" O3.489856 GGAACCAA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 502000 jlgreen@uoregon.edu NA O3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 13.33333333 NA air metagenome NA ENVO:city FASTA NA 176 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 62.4 NA percent 45.52 PST NA outside air inlet 16:00 O5.489855 TTCCAAGG CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 2050000 jlgreen@uoregon.edu NA O5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 11.11111111 NA air metagenome NA ENVO:city FASTA NA 0 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 78.2 NA percent 45.52 PST NA "outsie air inlet, 12:20 2/28/2012" F13Knee.140670 GACTGTCATGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample001 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Knee.140634 GAGTATGCAGCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample002 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Knee.140816 GCCACTGATAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample003 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Knee.140744 GCTAGTCTGAAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample004 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Knee.140702 GTATGCGCTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample005 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Knee.140341 GTCTATCGGAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample006 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Knee.140288 GAACATGATGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample007 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Knee.140681 GACCGAGCTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample008 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Knee.140621 GATCTATCCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample009 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Knee.140796 GCACTGAGACGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample010 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Knee.140298 GCTTGCGAGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample011 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Knee.140362 GTACGGCATACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample012 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Knee.140412 GTGGCGATACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample013 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Knee.140736 TAAGCGCAGCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample014 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Knee.140318 TACTACATGGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 60 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample015 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Knee.140481 TAGCGACATCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 60 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample016 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Knee.140419 TATCTCGAACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH NA mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample017 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Knee.140570 TCAGACAGACCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH NA mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample018 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Nose.140325 AGCAGCACTTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample019 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Nose.140365 AGTGTTCGATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample020 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Nose.140573 ATGACTCATTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample021 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Nose.140758 CACGGACTATAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample022 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Nose.140465 GCAGCACGTTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample023 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Nose.140543 GCTGATGAGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample024 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Nose.140428 ACAGTGCTTCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample025 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Nose.140763 ACTACGTGTGGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample026 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Nose.140682 CATATCGCAGTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample027 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Nose.140594 CGAGTTGTAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample028 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Nose.140415 CGTGATCTCTCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample029 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Nose.140531 CTCGATTAGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample030 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Nose.140779 GAATGATGAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample031 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Nose.140308 GAGCTGGCTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample032 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Frhd.140508 AGAGTCCTGAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample033 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Frhd.140469 AGTCTACTCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample034 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Frhd.140649 GACTGATCATCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample035 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Frhd.140741 GAGGCTCATCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample036 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Frhd.140623 ATCGTACAACTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample037 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Frhd.140836 CAAGTGAGAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample038 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Frhd.140622 GCATGTGCATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample039 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Frhd.140858 GCTAAGAGAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample040 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Frhd.140832 GATGTGAGCGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample041 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Frhd.140444 GCTAAGAGAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample042 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Frhd.140757 GTATCCATGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample043 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Frhd.140568 GTCGTGTGTCAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample044 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Frhd.140548 ACACGGTGTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample045 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Frhd.140766 ACGGTGAGTGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample046 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Frhd.140349 CTTGATGCGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample047 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Frhd.140825 GACATCGGCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample048 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Frhd.140641 CAGTGATCCTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample049 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Frhd.140287 CGACAGCTGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample050 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Frhd.140404 GATCGCAGGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample051 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Frhd.140442 GCACGACAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample052 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Frhd.140336 CGTATCTGCGAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample053 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Frhd.140776 CTATGCTTGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample054 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Frhd.140580 GCTTACATCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample055 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Frhd.140638 GGTGCGTGTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample056 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Frhd.140449 CTTGATGCGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample057 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Frhd.140770 GAGAATACGTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample058 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Frhd.140486 GTGCAATCGACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample059 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Frhd.140730 TAACAGTCGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample060 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Frhd.140768 TACGTGTACGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 60 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample061 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Frhd.140695 TAGCATCGTGGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 60 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample062 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Frhd.140286 TATCAGGTGTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH NA mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample063 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Frhd.140834 TCACTGGCAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH NA mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample064 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Glns.140664 ACACTAGATCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample065 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Glns.140683 ACGTACTCAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample066 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Glns.140311 CAGTGCATATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample067 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Glns.140314 CGACATGCTATT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample068 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Glns.140477 CGTATGCTGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 33 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample069 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Glns.140441 CTCAATGACTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 33 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample070 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Glns.140719 GAGACAGCTTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 31 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample072 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Hair.140612 AGATACACGCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample073 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F12Hair.140386 AGTCTCGCATAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample074 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F21Hair.140524 ATCTACTACACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample075 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F22Hair.140512 CACACGTGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample076 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F31Hair.140753 GATTAGCACTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample077 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F32Hair.140769 GCTAGATGCCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample078 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M11Hair.140577 ACACTGTTCATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample079 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M12Hair.140590 ACGTCTGTAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample080 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M21Hair.140504 CAGTGTCAGGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample081 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M22Hair.140456 CGACTTATGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample082 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M31Hair.140713 CGTCAACGATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample083 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M32Hair.140734 CTCAGTATGCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample084 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M41Hair.140413 GAACATGATGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample085 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M42Hair.140700 GAGAGAATGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample086 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F11Labi.140687 AGATGTTCTGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample087 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Labi.140407 AGTTAGTGCGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample088 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Labi.140606 ATCTGGTGCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 31 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample089 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Labi.140560 CACATCTAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 31 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample090 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Labi.140819 GCACGACAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFO92CG 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample091 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Labi.140727 GCTATTCGACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFO92CG 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample092 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Aptl.140780 ACTGTCGAAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample093 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Aptl.140591 AGCTGACTAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample094 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Aptl.140686 ATATCGCTACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample095 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Aptl.140370 ATGTACGGCGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample096 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Aptl.140409 GATCAGAAGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample097 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Aptl.140820 GCCACTGATAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample098 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Aptl.140830 AACGCACGCTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample099 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Aptl.140844 ACCTGTCTCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample100 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Aptl.140554 CAGATACACTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample101 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Aptl.140756 CGCGATAGCAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample103 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Aptl.140296 CTACTACAGGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample104 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Aptl.140841 CTGCTGCGAAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample105 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Aptl.140537 GACGCTAGTTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample106 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Knel.140331 ACTTGTAGCAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample107 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Knel.140738 AGGACGCACTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample108 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Knel.140372 ATCACGTAGCGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample109 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Knel.140720 ATGTGCACGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample110 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Knel.140379 GATCGCAGGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample111 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Knel.140324 GCCTATACTACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample112 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Knel.140676 AACTGTGCGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample113 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Knel.140275 ACGAGTGCTATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample114 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Knel.140490 CAGCACTAAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample115 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Knel.140873 CGCTAGAACGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample117 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Knel.140855 CTGGAGCATGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample119 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Knel.140699 GACTAACGTCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample120 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Forl.140437 AGAGCAAGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample121 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Forl.140295 ATCGCGGACGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample123 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Forl.140279 CAACTCATCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample124 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Forl.140333 GATGCATGACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample125 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Forl.140724 GCGTATCTTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample126 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Forl.140337 ACACATGTCTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample127 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Forl.140812 ACGCTCATGGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample128 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Forl.140771 CAGTCACTAACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample129 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Forl.140587 CGAAGACTGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample130 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Forl.140292 CGTACTAGACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample131 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Forl.140592 CTATCAGTGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample132 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Forl.140496 CTGTTCGTAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample133 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Forl.140600 GACTGTCATGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample134 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Indl.140283 AGATCGGCTCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample135 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Indl.140710 AGTGAGAGAAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample136 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Indl.140446 ATCTCTGGCATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample137 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Indl.140644 CACAGCTCGAAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample138 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Indl.140679 GCAATAGCTGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample139 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Indl.140607 GCTAGTCTGAAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample140 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Indl.140749 ACAGACCACTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 36 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample141 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Indl.140438 ACGTGAGAGAAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 36 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample142 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Indl.140576 CATACCAGTAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 36 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample143 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Indl.140813 CGAGAGTTACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 36 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample144 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Indl.140291 CGTCACGACTAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample145 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Indl.140814 CTCATGTACAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample146 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Indl.140854 GAACTGTATCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample147 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Indl.140869 GAGAGCTCTACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample148 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Nstl.140539 AGCAGTCGCGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample149 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F12Nstl.140831 AGTTCAGACGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample150 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F21Nstl.140383 ATGAGACTCCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample151 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F22Nstl.140534 CACGTCGATGGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample152 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F31Nstl.140789 GCAGCCGAGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample153 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F32Nstl.140804 GCTGCTGCAATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample154 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M11Nstl.140810 ACAGTTGCGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample155 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M12Nstl.140399 ACTAGCTCCATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample156 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M21Nstl.140369 CATCAGCGTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample157 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M22Nstl.140860 CGATAGATCTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample158 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M31Nstl.140392 CGTGCATTATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample159 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M32Nstl.140853 CTCGCACATATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample160 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M41Nstl.140739 GACACTCGAATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample161 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M42Nstl.140363 GAGGCTCATCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left nostril FFO92CG 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample162 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Nstl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Nstl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F11Pinl.140315 AGCGAGCTATCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample163 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Pinl.140479 ATACAGAGCTCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample164 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Pinl.140717 CACTCTGATTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 31 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample165 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Pinl.140395 GCAGTTCATATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample166 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Pinl.140578 GCTTACATCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample167 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Pinl.140316 ACATTCAGCGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 36 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample168 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Pinl.140722 ACTCGATTCGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 36 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample169 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Pinl.140313 CATGAGTGCTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 36 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample170 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Pinl.140526 CGATGTCGTCAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 36 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample171 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Pinl.140703 CGTTATGTACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample172 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Pinl.140666 CTCTGCTAGCCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample173 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Pinl.140284 GACATCGGCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 31 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample174 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Pinl.140354 GAGTGAGTACAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear FFO92CG 31 mimarks-survey NA FMA:Surface of left pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample175 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Pinl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Pinl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Ewxl.140795 AGACCGTCAGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample176 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F12Ewxl.140466 AGGTGTGATCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample177 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F21Ewxl.140312 ATCAGGCGTGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 31 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample178 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F22Ewxl.140693 ATTATCGTGCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 31 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample179 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F32Ewxl.140542 GCGAGATCCAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFO92CG 33 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample180 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M11Ewxl.140424 AAGCTGCAGTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 36 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample181 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M12Ewxl.140401 ACGCAACTGCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 36 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample182 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M21Ewxl.140436 CAGCGGTGACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFO92CG 36 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample183 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M22Ewxl.140750 CCGACTGAGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFO92CG 36 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample184 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M31Ewxl.140375 CGGAGTGTCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample185 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M32Ewxl.140473 CTAGCGAACATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample186 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M41Ewxl.140482 CTGTATCGTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFO92CG 31 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample187 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M42Ewxl.140553 GACTCACTCAAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left outer ear canal/earwax FFO92CG 31 mimarks-survey NA FMA:Left external auditory canal NA NA 0 UBERON:ear canal NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample188 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Ewxl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Ewxl ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F11Plml.140803 AGCCATACTGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample189 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Plml.140300 ATAATCTCGTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample190 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Plml.140601 GACTCGAATCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample191 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Plml.140525 GAGCTGGCTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample192 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Plml.140704 ATGCACTGGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample193 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Plml.140347 CACTACTGTTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample194 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Plml.140585 GCATCGTCAACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample195 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Plml.140452 GCGTTACACACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample196 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Plml.140322 GCAGGCAGTACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample197 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Plml.140737 GCTGTAGTATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample198 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Plml.140709 GTATATCCGCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample199 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Plml.140846 GTCGTAGCCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample200 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Plml.140620 ACATGATCGTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample201 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Plml.140817 ACTCACGGTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample202 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Plml.140472 CTTAGCACATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample203 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Plml.140544 GACAGTTACTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample204 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Plml.140352 CATCGTATCAAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample205 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Plml.140625 CGATCGAGTGTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample206 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Plml.140503 GATCCGACACTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample207 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Plml.140651 GCACATCGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 36 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample208 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Plml.140743 CGTGTGATCAGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample209 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Plml.140507 CTCTCTACCTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFLHOYS 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample210 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Plml.140822 GCTGTGTAGGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample211 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Plml.140373 GGTCGTAGCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 33 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample212 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Plml.140691 GACAGGAGATAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample213 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Plml.140513 GAGTATGCAGCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FFO92CG 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample214 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Plml.140405 GTGATAGTGCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample215 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Plml.140614 GTTGTATACTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 31 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample216 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Plml.140660 TACGGTATGTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 60 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample217 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Plml.140636 TAGCACACCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH 60 mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample218 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Plml.140689 TATACGCGCATT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH NA mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample219 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Plml.140628 TCACTATGGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left palm FKB0RMH NA mimarks-survey NA FMA:Left palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample220 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Plml 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 left palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Plml ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Fotl.140558 AGCGTAGGTCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample221 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Fotl.140294 ATACTATTGCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample222 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Fotl.140488 GAGAATACGTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample223 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Fotl.140552 GAGTGAGTACAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample224 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Fotl.140348 ATGGATACGCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample225 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Fotl.140421 CACTGTAGGACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample226 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Fotl.140863 GCCTATACTACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample227 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Fotl.140630 GCTATTCGACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample228 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Fotl.140715 GCATATAGTCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample229 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Fotl.140455 GCTTGCGAGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample230 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Fotl.140406 GTCAACGCGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample231 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Fotl.140856 GTCTCTCTACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample232 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Fotl.140711 ACCAGACGATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample233 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Fotl.140774 ACTCTTCTAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample234 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Fotl.140685 GAAGAGTGATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample235 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Fotl.140639 GACGATATCGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample236 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Fotl.140499 CATGGCTACACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample237 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Fotl.140555 CGCACTCTAGAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample238 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Fotl.140684 GATCTTCAGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample239 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Fotl.140320 GCAGCCGAGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 36 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample240 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Fotl.140712 CTAACGCAGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample241 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Fotl.140843 CTGACACGACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFLHOYS 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample242 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Fotl.140701 GGATCGCAGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample243 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Fotl.140468 GTAGACTGCGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 33 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample244 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Fotl.140801 GACCGAGCTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample245 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Fotl.140742 GATACGTCCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FFO92CG 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample246 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Fotl.140659 GTGTCTACATTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample247 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Fotl.140595 TACACGATCTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 31 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample248 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Fotl.140376 TACTGGACGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 60 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample249 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Fotl.140823 TAGCTCGTAACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH 60 mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample250 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Fotl.140731 TATGCGAGGTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH NA mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample251 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Fotl.140777 TCAGCCATGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left sole of foot FKB0RMH NA mimarks-survey NA FMA:Left foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample252 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Fotl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 left plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Fotl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Mout.140583 AGCACACCTACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample253 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F12Mout.140450 AGTGGATGCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample254 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F21Mout.140380 ATCTTAGACTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 31 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample255 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F22Mout.140788 CACATTGTGAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 31 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample256 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F31Mout.140605 GCACTCGTTAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample257 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F32Mout.140603 GCTCAGTGCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample258 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M11Mout.140852 ACAGCAGTGGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 36 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample259 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M12Mout.140350 ACGTTAGCACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 36 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample260 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M21Mout.140501 CATAGCGAGTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 36 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample261 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M22Mout.140541 CGAGGCTCAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 36 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample262 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M31Mout.140342 CGTCGATCTCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample263 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M32Mout.140657 CTCCTACTGTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFLHOYS 33 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample264 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M41Mout.140367 GAAGCTACTGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 31 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample265 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M42Mout.140653 GAGCAGATGCCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA mouth Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time mouth FFO92CG 31 mimarks-survey NA FMA:Oral cavity NA NA 0 UBERON:mouth NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample266 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Mout 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 oral cavity Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Mout ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F11Navl.140566 AGCACGAGCCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 33 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample267 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Navl.140828 AGTGTCACGGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 33 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample268 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Navl.140840 ATGACCATCGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 31 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample269 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Navl.140838 CACGACAGGCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 31 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample270 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Navl.140293 GCTCGCTACTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFO92CG 33 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample271 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Navl.140483 ACAGCTAGCTTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 36 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample272 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Navl.140334 ACTACAGCCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 36 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample273 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Navl.140850 CATATACTCGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFO92CG 36 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample274 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Navl.140637 CGAGTCTAGTTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFO92CG 36 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample275 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Navl.140871 CGTGACAATGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFLHOYS 33 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample276 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Navl.140280 GAAGTCTCGCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFO92CG 31 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample277 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Navl.140564 GAGCATTCTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA navel Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time navel FFO92CG 31 mimarks-survey NA FMA:Umbilicus NA NA 0 UBERON:zone of skin of abdomen NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample278 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Navl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 umbilicus Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Navl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Nost.140811 GACTGCATCTTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample279 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F14Nost.140522 GAGTAGCTCGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample280 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F23Nost.140510 GCATTGCGTGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample281 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F24Nost.140792 GCTAGATGCCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample282 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F33Nost.140487 GTATGACTGGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample283 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F34Nost.140282 GTCTACACACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample284 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M13Nost.140290 CTTGTGTCGATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample285 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M14Nost.140445 GACCACTACGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample286 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M23Nost.140669 GATCGTCCAGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample287 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M24Nost.140862 GCACTCGTTAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample288 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M33Nost.140351 GCTTCATAGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample289 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M34Nost.140408 GTACAAGAGTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample290 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M43Nost.140345 GTGCACATTATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample291 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M44Nost.140343 TAACTCTGATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample292 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M53Nost.140611 TACTAATCTGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 60 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample293 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M54Nost.140835 TAGCCTCTCTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH 60 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample294 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M63Nost.140870 TATCGCGCGATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH NA mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample295 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M64Nost.140402 TCACTTCTCGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA nostrils Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time nostrils FKB0RMH NA mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostrils NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample296 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Nost 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 nares Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Nost ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F13Ewax.140760 GAGACAGCTTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample297 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F14Ewax.140371 GAGTGGTAGAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample298 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F23Ewax.140304 GCGACTTGTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 31 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample299 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F24Ewax.140807 GCTCAGTGCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 31 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample300 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F33Ewax.140872 GTCACGACTATT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample301 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F34Ewax.140285 GTCTGACAGTTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample302 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M13Ewax.140391 GAAGCTACTGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 36 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample303 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M14Ewax.140489 GACGCAGTAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 36 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample304 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M23Ewax.140338 GATGATCGCCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 36 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample305 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M24Ewax.140460 GCAGGATAGATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 36 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample306 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M33Ewax.140613 GGCAGTGTATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample307 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M34Ewax.140864 GTAGAGCTGTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 33 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample308 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M43Ewax.140650 GTGTGCTATCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 31 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample309 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M44Ewax.140411 TACAGATGGCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 31 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample310 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M53Ewax.140448 TACTTACTGCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 60 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample311 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M54Ewax.140661 TAGCTGAGTCCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH 60 mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample312 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M63Ewax.140384 TATGGCACACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH NA mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample313 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M64Ewax.140550 TCAGCTCAACTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA outer_ear_canal_earwax Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time outer ear canal/earwax FKB0RMH NA mimarks-survey NA FMA:External auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample314 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Ewax 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Ewax ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F12Aptr.140530 AGCTTGACAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 33 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample316 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Aptr.140500 ATATGCCAGTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 31 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample317 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Aptr.140609 ATGTCACCGTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 31 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample318 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Aptr.140458 GATCCGACACTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 33 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample319 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Aptr.140339 GCCAGAGTCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 33 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample320 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Aptr.140378 AACTCGTCGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 36 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample321 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Aptr.140800 ACGACGTCTTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 36 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample322 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Aptr.140329 CAGATCGGATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 36 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample323 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Aptr.140827 CCAGATGATCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 36 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample324 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Aptr.140474 CGCGTAACTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 33 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample325 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Aptr.140847 CTACTGATATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFLHOYS 33 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample326 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Aptr.140772 CTGGACTCATAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 31 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample327 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Aptr.140377 GACGTTGCACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right armpit FFO92CG 31 mimarks-survey NA FMA:Right axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample328 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Aptr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Aptr ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Kner.140478 AGAACACGTCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 33 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample329 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Kner.140545 AGGCTACACGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 33 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample330 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Kner.140678 ATCACTAGTCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 31 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample331 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Kner.140705 ATGTGTCGACTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 31 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample332 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Kner.140761 GATCGTCCAGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFO92CG 33 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample333 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Kner.140397 GCGACTTGTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFO92CG 33 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample334 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Kner.140517 AAGAGATGTCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 36 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample335 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Kner.140721 CAGCATGTGTTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFO92CG 36 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample337 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Kner.140321 CGCTTATCGAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFLHOYS 33 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample339 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Kner.140735 CTGGCTGTATGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFO92CG 31 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample341 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Kner.140502 GACTAGACCAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right back of knees FFO92CG 31 mimarks-survey NA FMA:Right popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample342 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Kner 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Kner ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Forr.140422 AGAGTAGCTAAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample343 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Forr.140302 AGTCCATAGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample344 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Forr.140353 ATCGCTCGAGGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample345 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Forr.140732 CAAGATCGACTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample346 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Forr.140586 GATGTCGTGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 33 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample347 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Forr.140528 GCGTTACACACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 33 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample348 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Forr.140849 ACGGATCGTCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 36 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample350 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Forr.140361 CAGTCGAAGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 36 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample351 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Forr.140708 CGAATCGACACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 36 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample352 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Forr.140802 CTATCTAGCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample354 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Forr.140728 CTTAGCACATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 31 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample355 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Forr.140521 GACTTCAGTGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right forearm FFO92CG 31 mimarks-survey NA FMA:Surface of right arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample356 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Forr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Forr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Indr.140809 AGATCTCTGCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample357 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Indr.140556 AGTGCGATGCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample358 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Indr.140440 ATCTGAGCTGGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 31 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample359 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Indr.140640 CACAGTGGACGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 31 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample360 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Indr.140675 GCACATCGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample361 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Indr.140459 GCTATCACGAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample362 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Indr.140633 ACAGAGTCGGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 36 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample363 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Indr.140762 ACGTGCCGTAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 36 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample364 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Indr.140425 CATAGACGTTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 36 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample365 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Indr.140471 CGAGCAGCACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 36 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample366 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Indr.140588 CGTCAGACGGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample367 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Indr.140748 CTCCACATGAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFLHOYS 33 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample368 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Indr.140781 GAAGAGTGATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 31 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample369 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Indr.140519 GAGATGCCGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right index finger FFO92CG 31 mimarks-survey NA FMA:Right index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample370 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Indr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Indr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Nstr.140303 AGCATATGAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample371 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F12Nstr.140310 AGTTCTACGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample372 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F21Nstr.140791 TCATCGCGATAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FKB0RMH 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample373 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F22Nstr.140671 CACGTGACATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample374 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F31Nstr.140608 GCAGGATAGATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample375 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F32Nstr.140767 GCTGGTATCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample376 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M11Nstr.140514 ACATCACTTAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample377 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M12Nstr.140690 ACTATTGTCACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample378 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M21Nstr.140593 CATCATGAGGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample379 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M22Nstr.140393 CGATATTCATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 36 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample380 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M31Nstr.140461 CGTGTACATCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample381 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M32Nstr.140494 CTCGTGGAGTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFLHOYS 33 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample382 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M41Nstr.140549 GACAGCGTTGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample383 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome M42Nstr.140784 GAGTAGCTCGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_nostril Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right nostril FFO92CG 31 mimarks-survey NA FMA:Nares NA NA 0 UBERON:nostril NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample384 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:nostril UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Nstr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right naris Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human nose metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Nstr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human nose metagenome F11Pinr.140867 TGCGCGAATACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FKB0RMH 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample385 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Pinr.140498 ATACGTCTTCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample386 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Pinr.140773 ATGCGTAGTGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 31 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample387 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Pinr.140355 CACTGGTATATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 31 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample388 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Pinr.140799 GCATAGTAGCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample389 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Pinr.140328 GCTTCATAGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample390 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Pinr.140546 ACCACATACATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 36 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample391 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Pinr.140598 ACTCGCACAGGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 36 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample392 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Pinr.140516 CATGCAGACTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 36 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample393 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Pinr.140692 CGCACATGTTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 36 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample394 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Pinr.140627 CGTTCGCATAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample395 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Pinr.140389 CTGAACGCTAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFLHOYS 33 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample396 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Pinr.140509 GACCACTACGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 31 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample397 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Pinr.140457 GAGTGGTAGAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear FFO92CG 31 mimarks-survey NA FMA:Surface of right pinna NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample398 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Pinr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right lateral pinna Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Pinr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Ewxr.140797 AGACGTGCACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample399 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F12Ewxr.140726 AGTACGCTCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample400 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F21Ewxr.140299 ATCCGATCACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 31 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample401 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F22Ewxr.140747 ATTCTGTGAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 31 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample402 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F31Ewxr.140289 GATCTCATAGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample403 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F32Ewxr.140535 GCGATATATCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample404 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M12Ewxr.140434 ACGCGATACTGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 36 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample405 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M21Ewxr.140654 CAGCTAGAACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 36 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample406 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M22Ewxr.140787 CCGATGTCAGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 36 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample407 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M31Ewxr.140754 CGGCGATGTACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample408 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M32Ewxr.140697 CTAGGTCACTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFLHOYS 33 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample409 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M41Ewxr.140794 CTGTCTCTCCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 31 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample410 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome M42Ewxr.140604 GACTCGAATCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_outer_ear_canal_earwax Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right outer ear canal/earwax FFO92CG 31 mimarks-survey NA FMA:Right external auditory canal NA NA 0 UBERON:zone of skin of outer ear NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample411 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:external auditory canal UBERON:cerumen "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Ewxr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right external auditory canal Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Ewxr ENVO:ear wax 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human metagenome F11Plmr.140656 AGCGACTGTGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample412 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Plmr.140839 ATACACGTGGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample413 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Plmr.140454 GACTCACTCAAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample414 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Plmr.140786 GAGCATTCTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample415 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Plmr.140745 ATGCAGCTCAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample416 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Plmr.140357 CACTCAACAGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample417 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Plmr.140435 GCATATAGTCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample418 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Plmr.140433 GCGTATCTTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample419 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Plmr.140385 GCAGTATCACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample420 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Plmr.140529 GCTGTGTAGGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample421 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Plmr.140674 GTAGTGTCTAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample422 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Plmr.140416 GTCGCTGTCTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample423 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Plmr.140866 ACATGTCACGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample424 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Plmr.140584 ACTCAGATACTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample425 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Plmr.140301 CTGTTCGTAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample426 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Plmr.140579 GACAGGAGATAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample427 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Plmr.140842 CATCTGTAGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample428 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Plmr.140574 CGATGCACCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample429 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Plmr.140648 GATCAGAAGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample430 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Plmr.140833 GCAATAGCTGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 36 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample431 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Plmr.140505 CGTTACTAGAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample432 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Plmr.140307 CTCTGAAGTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFLHOYS 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample433 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Plmr.140723 GCTGTAGTATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample434 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Plmr.140826 GGTCACTGACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 33 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample435 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Plmr.140782 GACAGTTACTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample436 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Plmr.140511 GAGTCTGAGTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FFO92CG 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample437 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Plmr.140716 GTGAGGTCGCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample438 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Plmr.140868 GTTGACGACAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 31 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample439 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Plmr.140520 TACGCGCTGAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 60 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample440 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Plmr.140626 TAGATCCTCGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH 60 mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample441 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Plmr.140815 TAGTTGCGAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH NA mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample442 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Plmr.140356 TCACGATTAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_palm Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right palm FKB0RMH NA mimarks-survey NA FMA:Right palm NA NA 0 UBERON:zone of skin of hand NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample443 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Plmr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 right palm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Plmr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Fotr.140431 AGCTATCCACGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample444 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Fotr.140597 ATACTCACTCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample445 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Fotr.140798 GACTTCAGTGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample446 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Fotr.140665 GAGTCTGAGTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample447 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Fotr.140485 ATGGCAGCTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample448 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Fotr.140698 CAGACATTGCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample449 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Fotr.140680 GCCAGAGTCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample450 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Fotr.140273 GCTATCACGAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample451 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Fotr.140874 GCATCGTCAACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample452 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Fotr.140582 GGACGTCACAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample453 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Fotr.140629 GTATGTTGCTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample454 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Fotr.140673 GTCTCATGTAGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample455 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Fotr.140751 ACCAGCGACTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample456 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Fotr.140278 ACTGACAGCCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample457 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Fotr.140755 GAACTGTATCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample458 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Fotr.140729 GACGAGTCAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample459 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Fotr.140859 CATGTAATGCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample460 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Fotr.140381 CGCAGACAGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample461 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Fotr.140344 GATCTCATAGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample462 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Fotr.140398 GCAGCACGTTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 36 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample463 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Fotr.140572 CTACACAAGCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample464 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Fotr.140562 CTGAGATACGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFLHOYS 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample465 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Fotr.140533 GGACGTCACAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample466 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Fotr.140476 GTACTCTAGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 33 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample467 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Fotr.140652 GACGAGTCAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample468 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Fotr.140861 GATAGCTGTCTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FFO92CG 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample469 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Fotr.140475 GTGTACCTATCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample470 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Fotr.140394 TACACACATGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 31 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample471 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Fotr.140451 TACTGCGACAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 60 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample472 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Fotr.140667 TAGCGGATCACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH 60 mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample473 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Fotr.140467 TATGCACCAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH NA mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample474 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Fotr.140624 TCAGATCCGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA right_sole_of_foot Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time right sole of foot FKB0RMH NA mimarks-survey NA FMA:Right foot surface NA NA 0 UBERON:zone of skin of foot NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample475 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Fotr 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 right plantar foot Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Fotr ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Fcsw.140616 AGAGAGCAAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample477 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F12Fcsp.140694 AGTACTGCAGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample478 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F12Fcsw.140400 AGTAGTATCCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample479 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F13Fcsw.140387 GAGCAGATGCCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample480 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F14Fcsw.140752 GATATGCGGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample481 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F21Fcsp.140536 ATCCTCAGTAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample482 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F21Fcsw.140506 ATCGATCTGTGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample483 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F22Fcsp.140783 CAACACGCACGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample484 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F22Fcsw.140281 CAACTATCAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample485 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F23Fcsw.140551 GCGTACAACTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample486 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F24Fcsw.140765 GCTGGTATCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample487 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F31Fcsp.140571 GATCTTCAGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample488 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F31Fcsw.140492 GATGATCGCCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample489 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F32Fcsp.140464 GCGGATGTGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample490 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F32Fcsw.140706 GCGTACAACTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample491 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F33Fcsw.140662 GTCGACTCCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample492 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F34Fcsw.140733 GTGACTGCGGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample493 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M11Fcsp.140589 AATCGTGACTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample494 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M11Fcsw.140610 ACACACTATGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample495 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M12Fcsp.140668 ACGCGCAGATAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample496 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M12Fcsw.140326 ACGCTATCTGGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample497 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M13Fcsw.140390 GACAGCGTTGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample498 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M14Fcsw.140443 GACTAGACCAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample499 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M21Fcsp.140319 CAGGTGCTACTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample500 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M21Fcsw.140493 CAGTACGATCTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample501 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M22Fcsp.140527 CCTAGTACTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample502 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M22Fcsw.140276 CCTCTCGTGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample503 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M23Fcsw.140821 GATTAGCACTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample504 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M24Fcsw.140647 GCATAGTAGCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 36 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample505 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M31Fcsp.140824 CGTAAGTCTACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample506 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M31Fcsw.140368 CGTACAGTTATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample507 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M32Fcsp.140470 CTAGTCAGCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample508 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M32Fcsw.140646 CTATAGTCGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFLHOYS 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample509 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M33Fcsw.140557 GGTATACGCAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 33 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample510 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M41Fcsp.140643 CTGTGACATTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample511 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Fcsp 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Fcsp ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M41Fcsw.140359 CTGTGGATCGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample512 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M42Fcsw.140447 GACTGCATCTTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FFO92CG 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample514 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M43Fcsw.140714 GTTCGCGTATAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample515 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M44Fcsw.140418 TACGATGACCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 31 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample516 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M53Fcsw.140426 TAGATAGCAGGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 60 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample517 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M54Fcsw.140330 TAGTGTGCTTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH 60 mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample518 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M63Fcsw.140818 TCACAGATCCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH NA mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample519 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome M64Fcsw.140360 TCAGTGACGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA stool Human Feces source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time stool FKB0RMH NA mimarks-survey NA FMA:Feces NA NA 0 UBERON:feces NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample520 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:feces UBERON:feces "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Fcsw 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 stool Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human gut metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 408170 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Fcsw ENVO:feces 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human gut metagenome F11Tong.140366 AGCTCCATACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample521 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F12Tong.140538 ATAGCTCCATAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample522 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F13Tong.140677 GAGAGAATGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample523 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F14Tong.140430 GATACGTCCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample524 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F21Tong.140655 ATGGCGTGCACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample525 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F22Tong.140837 CAGACTCGCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample526 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F23Tong.140417 GCGAGATCCAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample527 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F24Tong.140829 GCTCGCTACTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample528 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F31Tong.140785 GCATGTGCATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample529 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F32Tong.140410 GGATCGCAGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample530 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F33Tong.140358 GTCATATCGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample531 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F34Tong.140848 GTCTGGATAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample532 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M11Tong.140453 ACCGCAGAGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample533 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M12Tong.140559 ACTGATCCTAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample534 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M13Tong.140491 GAAGTCTCGCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample535 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M14Tong.140420 GACGCTAGTTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample536 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M21Tong.140323 CATGTCTCTCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample537 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M22Tong.140364 CGCAGCGGTATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample538 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M23Tong.140462 GATGCATGACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample539 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M24Tong.140439 GCAGGCAGTACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 36 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample540 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M31Tong.140808 CTACATCTAAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample541 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M32Tong.140309 CTGAGCAGAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFLHOYS 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample542 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M33Tong.140346 GGCGACATGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample543 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M34Tong.140540 GTAGATGCTTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 33 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample544 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M41Tong.140317 GACGATATCGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample545 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M42Tong.140857 GATAGTGCCACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FFO92CG 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample546 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M43Tong.140396 GTGTGTGTCAGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample547 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M44Tong.140642 TACAGTCTCATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 31 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample548 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M53Tong.140327 TACTTCGCTCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 60 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample549 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M54Tong.140619 TAGGTATCTCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH 60 mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample550 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M63Tong.140865 TATTCGTGTCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH NA mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample551 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome M64Tong.140427 TCAGGACTGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA tongue Human Mouth source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time tongue FKB0RMH NA mimarks-survey NA FMA:Dorsal surface of tongue NA NA 0 UBERON:tongue NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample552 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:oral cavity UBERON:saliva "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Tong 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 dorsal surface of tongue Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human oral metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 447426 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Tong ENVO:saliva 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human oral metagenome F11Urin.140632 AGCTCTCAGAGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample553 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F12Urin.140382 ATAGGCGATCTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample554 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F13Uric.140806 GAGATGCCGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample567 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F13Urin.140615 GAGAGCTCTACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample568 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F14Uric.140596 GATAGTGCCACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample569 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F14Urin.140297 GATAGCTGTCTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample570 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F21Urin.140569 ATGGTCTACTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample555 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F22Urin.140306 CAGAGGAGCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample556 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F23Uric.140274 GCGGATGTGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample571 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F23Urin.140495 GCGATATATCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample572 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F24Uric.140658 GCTGCTGCAATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample573 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F24Urin.140403 GCTGATGAGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample574 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F31Urin.140602 GCATTGCGTGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample561 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F32Urin.140725 GGCAGTGTATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample562 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F33Uric.140793 GTCCATAGCTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample575 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F33Urin.140518 GTCATTCACGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample576 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F34Uric.140423 GTGACCTGATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample577 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome F34Urin.140432 GTCTTCGTCGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample578 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M11Urin.140484 ACCTCGATCAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample557 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M13Uric.140340 GACACTCGAATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample579 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M13Urin.140575 GAATGATGAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample580 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M14Uric.140532 GACTAACGTCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample581 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M14Urin.140599 GACGTTGCACAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample582 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M21Urin.140335 CATTCGATGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample563 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M22Urin.140805 CGCATGAGGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample564 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M23Uric.140523 GATGTGAGCGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample583 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M23Urin.140740 GATGTCGTGTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample584 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M24Uric.140635 GCAGTTCATATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample585 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M24Urin.140388 GCAGTATCACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 36 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample586 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M31Urin.140563 CTACGCGTCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFLHOYS 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample559 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M33Uric.140581 GGCTATGACATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample587 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M33Urin.140845 GGCGTACTGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample588 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M34Urin.140663 GTAGCAACGTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 33 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample590 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M41Urin.140696 GACGCAGTAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample565 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M42Urin.140778 GATATGCGGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FFO92CG 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample566 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M43Urin.140463 GTGTTGCAGCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample592 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M44Uric.140688 TACCGCTAGTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample593 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M44Urin.140414 TACATCACCACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 31 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample594 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M53Uric.140515 TAGAGAGAGTGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 60 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample595 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M53Urin.140277 TAGACTGTACTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 60 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample596 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M54Uric.140775 TAGTGCTGCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 60 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample597 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M54Urin.140480 TAGTCGTCTAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH 60 mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample598 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M63Uric.140617 TCAATCTAGCGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH NA mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample599 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M63Urin.140645 TCAACAGCATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH NA mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample600 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M64Uric.140672 TCAGTCGACGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH NA mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample601 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Uric 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Uric ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome M64Urin.140764 TCAGTACGAGGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA urine Human Urine source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time urine FKB0RMH NA mimarks-survey NA FMA:Urine NA NA 0 UBERON:urine NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample602 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:urine UBERON:urine "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Urin 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 urine Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human urine metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial variation in human body habitats across space and time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Urin ENVO:urine 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human urine metagenome MBD10.660775 CGTTATGTACAC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTTATGTACAC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MBD10 ENVO:surface 16S rRNA NA NA V2 CCME V1-V2 DiaperCounter NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_baby_open_bedside_diaper_counter_machine_NICU1 MBP17.660767 CTACTGATATCG CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTACTGATATCG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MBP17 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 PlasticSide NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_baby_open_bedside_plastic_exterior2_NICU1 MBP4.660768 CGTGACAATGTC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTGACAATGTC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MBP4 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 PlasticSide NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_baby_open_bedside_plastic_exterior_NICU1 MBR13.660762 CTACACAAGCAC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTACACAAGCAC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MBR13 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_Baby_open_bedside_drawer_handle_beneath_bed_NICU1 MBT14.660752 CTACATCTAAGC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTACATCTAAGC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MBT14 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 TouchScreen NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_baby_open_bedside_touch_screen_on_vitals_monitoring_device_NICU1 UBD22.660753 CTAGTCAGCTGA CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAGTCAGCTGA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UBD22 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DiaperCounter NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_baby_open_bedside_diaper_counter_machinE_NICU 2 UBR25.660755 CTATCTAGCGAG CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTATCTAGCGAG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UBR25 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_Baby_open_bedside_drawer_handle_beneath_bed_NICU 2 UBT30.660772 CTCCACATGAGA CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 BabyBedside NICU BabyBedside sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA BabyBedside NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTCCACATGAGA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UBT30 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 TouchScreen NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_baby_open_bedside_touch_screen_on_vitals_monitoring_device_NICU 2 MDB6.660747 CGTGCATTATCA CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 DoorButton NICU DoorButton sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA DoorButton NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTGCATTATCA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MDB6 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 ButtonSurface NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_door_button_surface1_NICU1 MDB7.660769 CGTGTACATCAG CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 DoorButton NICU DoorButton sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA DoorButton NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTGTACATCAG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MDB7 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 ButtonSurface NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_door_button_surface2_NICU1 UDB19.660770 CTAGAGACTCTT CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 DoorButton NICU DoorButton sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA DoorButton NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAGAGACTCTT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UDB19 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 ButtonSurface NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_door_button_surface1_NICU 2 UDB31.660751 CTCCTACTGTCT CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 DoorButton NICU DoorButton sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA DoorButton NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTCCTACTGTCT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UDB31 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 ButtonSurface NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_door_button_surface2_NICU 2 MII5.660766 CGTGATCTCTCC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTGATCTCTCC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MII5 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 InsideIncubator NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_incubator_inside_plastic_NICU1 MIK12.660773 CTAACGCAGTCA CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAACGCAGTCA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MIK12 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 Keyboard NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_incubator_computer_keyboard_NICU1 MIW3.660761 CGTCGATCTCTC CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTCGATCTCTC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MIW3 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 WhiteTurnHandles NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_incubator_white_turn_handles_to_open_incubator_NICU1 UII29.660748 CTCATGTACAGT CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTCATGTACAGT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UII29 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 InsideIncubator NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_incubator_inside_plastic_NICU 2 UIK27.660759 CTCAATGACTCA CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTCAATGACTCA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UIK27 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 Keyboard NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_incubator_computer_keyboard_NICU 2 UIR24.660760 CTATCAGTGTAC CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTATCAGTGTAC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UIR24 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_incubator_drawer_handle_beneath_incubator_NICU 2 UIW23.660774 CTATAGTCGTGT CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Incubator NICU Incubator sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Incubator NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTATAGTCGTGT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UIW23 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 WhiteTurnHandles NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_incubator_white_turn_handles_to_open_incubator_NICU 2 MPK2.660771 CGTCAGACGGAT CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Pyxus NICU Pyxus sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Pyxus NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTCAGACGGAT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MPK2 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 Keyboard NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_Pyxus_Med_machine_keyboard_NICU1 UPK18.660765 CTAGAACGCACT CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Pyxus NICU Pyxus sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Pyxus NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAGAACGCACT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UPK18 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 Keyboard NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_Pyxus_Med_machine_keyboard_NICU 2 MSC8.660757 CGTGTGATCAGG CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Sink NICU Sink sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Sink NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTGTGATCAGG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MSC8 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 CabinetHandles NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_sink_cabinet_handles_NICU1 MSS1.660763 CGTCACGACTAA CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 Sink NICU Sink sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Sink NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CGTCACGACTAA 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MSS1 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 SinkHandle NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_sink_handles_NICU1 USO26.660754 CTATGCTTGATG CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 Sink NICU Sink sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA Sink NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTATGCTTGATG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_USO26 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 CounterbySink NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_counter_next_to_sink_NICU 2 MWR15.660764 CTACGCGTCTCT CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 WeighCart NICU WeighCart sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA WeighCart NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTACGCGTCTCT 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MWR15 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_traveling_weigh_cart_drawer_handles1_NICU1 MWR16.660756 CTACTACAGGTG CATGCTGCCTCCCGTAGGAGT NA NA NICU 1 WeighCart NICU WeighCart sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA WeighCart NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTACTACAGGTG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 1 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_MWR16 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU1 Swab_was_taken_from_NICU_traveling_weigh_cart_drawer_handles2_NICU1 UWR20.660776 CTAGCGAACATC CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 WeighCart NICU WeighCart sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA WeighCart NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAGCGAACATC 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UWR20 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_traveling_weigh_cart_drawer_handles1_NICU 2 UWR21.660749 CTAGGTCACTAG CATGCTGCCTCCCGTAGGAGT NA NA NICU 2 WeighCart NICU WeighCart sink NA n 5/28/09 Kelley_nicu_contamination NA FWIRNKE02 NA mimarks-survey NA NA WeighCart NA 0 NA NA 246.888 2/1/09 NA 0 NA NA NA NA NA NA drscottkelley@gmail.com NA NA 0.025 1 NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units NA NA -117.157255 y NA SDSU NA NA NA This study examined contamination of inanimate hospital environments as possible sources of contamination in Newborn Intensive Care Units ENVO:anthropogenic habitat TCAG Evidence of widespread opportunistic pathogen contamination in Newborn Intensive Care Units FWIRNKE02_CTAGGTCACTAG 2 Surface contamination swab sample from Newborn Intensive Care Unit assessing bacterial diversity on inanimate hospital environments. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT NA NA NA NA Dan Knights/Antonio SDSU GAZ:United States of America NA contamination_nicu_FWIRNKE02 0 NA NA NA NA n NICU 2 Scott Kelley Kelley_Newborn_ICU_Study pyrosequencing NA NA NA unclassified metagenome NA ENVO:anthropogenic habitat FLX contamination_nicu_FWIRNKE02 NA NA NA NA nicu_contamination_data Contamination in Newborn Intensive Care Units 408169 CCME NA NA NA 386 "DNA was extracted using a lysozyme extraction followed by extraction with a QIAGEN DNEasy Blood and Tissue Extraction Kit. Each amplicon library was constructed by amplifying the16S rRNA gene using the modified 27F and and the 338R primer pair. Primers contained DNA barcode sequences such as those described by Fierer et al 2008, and the recommended 454 adapter sequences. Amplification conditions were exactly as described Fierer et al 2008." contamination_nicu NA n NA FWIRNKE02_UWR21 ENVO:surface 16S rRNA NA NA V2 NA V1-V2 DrawerHandles NA NA NA 32.715329 NA NICU 2 Swab_was_taken_from_NICU_traveling_weigh_cart_drawer_handles2_NICU 2 NYFC16.522479 TCCTAGCAGTGA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 16 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_woman_chair_in_New_York_office_room_16 NYFC22.522465 TCCGTCGTCTGT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 22 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_woman_chair_in_New_York_office_room_22 NYFC4.522466 TCCACGTCGTCT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 4 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_woman_chair_in_New_York_office_room_4 NYFC7.522459 TCCAGTGCGAGA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 7 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_woman_chair_in_New_York_office_room_7 NYMC18.522437 TCAGCTCAACTA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 18 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_man_chair_in_New_York_office_room_18 NYMC23.522436 TCAGGACTGTGT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 23 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_man_chair_in_New_York_office_room_23 NYMC31.522475 TCAGTACGAGGC CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 31 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_man_chair_in_New_York_office_room_31 NYMC5.522451 TCAGCCATGACA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 5 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 40.71435 NA NA Swab_sample_from_man_chair_in_New_York_office_room_5 SFFC10.522446 CGATCGAGTGTT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 10 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_woman_chair_in_San_Francisco_office_room_10 SFFC2.522476 CGATAGATCTTC CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 2 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_woman_chair_in_San_Francisco_office_room_2 SFFC23.522471 CGATGCACCAGA CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 23 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_woman_chair_in_San_Francisco_office_room_23 SFFC24.522467 CGATGTCGTCAA CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 24 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_woman_chair_in_San_Francisco_office_room_24 SFFC3.522434 CGATATTCATCG CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 3 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_woman_chair_in_San_Francisco_office_room_3 SFMC16.522482 CGACAGCTGACA CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 16 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_man_chair_in_San_Francisco_office_room_16 SFMC28.522435 CGACATGCTATT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 28 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_man_chair_in_San_Francisco_office_room_28 SFMC29.522447 CGACTTATGTGT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 29 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_man_chair_in_San_Francisco_office_room_29 SFMC5.522444 CGAAGACTGCTG CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 5 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_man_chair_in_San_Francisco_office_room_5 SFMC7.522456 CGAATCGACACT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 7 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 37.77493 NA NA Swab_sample_from_man_chair_in_San_Francisco_office_room_7 TUFC13.522473 CGTAGAACGTGC CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 13 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_woman_chair_in_Tucson_office_room_13 TUFC19.522472 CGTATCTGCGAA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 19 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_woman_chair_in_Tucson_office_room_19 TUFC22.522433 CGTATGCTGTAT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 22 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_woman_chair_in_Tucson_office_room_22 TUFC24.522438 CGTACTAGACTG CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 24 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_woman_chair_in_Tucson_office_room_24 TUFC4.522468 CGTCAACGATGT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 4 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_woman_chair_in_Tucson_office_room_4 TUMC11.522440 CGCGATAGCAGT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 11 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_man_chair_in_Tucson_office_room_11 TUMC15.522483 CGCGTAACTGTA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 15 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_man_chair_in_Tucson_office_room_15 TUMC18.522481 CGCTAGAACGCA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 18 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_man_chair_in_Tucson_office_room_18 TUMC23.522480 CGCTTATCGAGA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 23 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_man_chair_in_Tucson_office_room_23 TUMC25.522469 CGGAGTGTCTAT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Chair NA NA Chair y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 25 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Chair NA NA NA 32.22174 NA NA Swab_sample_from_man_chair_in_Tucson_office_room_25 NYFP16.522442 TCATGGTACACT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 16 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_woman_phone_in_New_York_office_room_16 NYFP19.522441 TCATCGCGATAT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 19 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_woman_phone_in_New_York_office_room_19 NYFP22.522470 TCATCTGACTGA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 22 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_woman_phone_in_New_York_office_room_22 NYFP4.522464 TCAGTCGACGAG CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 4 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_woman_phone_in_New_York_office_room_4 NYFP7.522477 TCAGTGACGTAC CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 7 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_woman_phone_in_New_York_office_room_7 NYMP18.522453 TCACTATGGTCA CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 18 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_man_phone_in_New_York_office_room_18 NYMP28.522461 TCACTTCTCGCT CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 28 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_man_phone_in_New_York_office_room_28 NYMP31.522449 TCAGATCCGATG CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 31 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_man_phone_in_New_York_office_room_31 NYMP5.522445 TCACGATTAGCG CATGCTGCCTCCCGTAGGAGT NA NA NewYork Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 9.777 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 5 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -74.00597 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 40.71435 NA NA Swab_sample_from_man_phone_in_New_York_office_room_5 SFFP10.522484 CGAGGCTCAGTA CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 10 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_woman_phone_in_San_Francisco_office_room_10 SFFP23.522478 CGAGTCTAGTTG CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 23 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_woman_phone_in_San_Francisco_office_room_23 SFFP3.522454 CGAGCAGCACAT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 3 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_woman_phone_in_San_Francisco_office_room_3 SFMP16.522460 TCCTGAGATACG CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 16 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_man_phone_in_San_Francisco_office_room_16 SFMP29.522452 TCGACTCCTCGT CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 29 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_man_phone_in_San_Francisco_office_room_29 SFMP7.522455 TCCTCTGTCGAC CATGCTGCCTCCCGTAGGAGT NA NA SanFrancisco Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 15.5624 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 7 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -122.41942 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 37.77493 NA NA Swab_sample_from_man_phone_in_San_Francisco_office_room_7 TUFP22.522474 CGTAAGTCTACT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 22 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_woman_phone_in_Tucson_office_room_22 TUFP24.522463 CGGCGATGTACA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 24 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_woman_phone_in_Tucson_office_room_24 TUFP4.522432 CGTACAGTTATC CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA female NA NA NA drscottkelley@gmail.com NA 4 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_woman_phone_in_Tucson_office_room_4 TUMP15.522439 CGCACTCTAGAA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 15 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_man_phone_in_Tucson_office_room_15 TUMP18.522485 CGCAGACAGACT CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 18 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_man_phone_in_Tucson_office_room_18 TUMP23.522457 CGCAGCGGTATA CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 23 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_man_phone_in_Tucson_office_room_23 TUMP25.522443 CGCATGAGGATC CATGCTGCCTCCCGTAGGAGT NA NA Tucson Phone NA NA Phone y 2011 Kelley_Office_Map NA FWIRNKE01 NA mimarks-survey NA NA NA NA 0 NA NA 758.65747 2011 NA 0 NA NA male NA NA NA drscottkelley@gmail.com NA 25 NA ".1,g" NA NA "Samples from office surfaces in New York, San Francisco and Tucson" NA NA -110.9264 y NA CCME NA NA NA "People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded universal bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. Humans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay Feazel et al. (2009)." ENVO:surface NA Office Space Bacterial Abundance and Diversity in Three Metropolitan Areas NA NA Office Map study FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT 22666400 NA NA NA Dan Knights/Justin Kuczinsky CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Scott Kelley Kelley_office_contamination pyrosequencing NA NA NA metagenomes NA ENVO:terrestrial biome FLX NA NA NA NA NA Kelley_office_contamination Kelley_Office_Map 408169 CCME NA NA NA 1479 FLX protocol NA NA n NA NA ENVO:surface 16S rRNA NA NA V2 CCME NA Phone NA NA NA 32.22174 NA NA Swab_sample_from_man_phone_in_Tucson_office_room_25 BB2.141659 AAGCTGCAGTCG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 52.2 0 NA "Bear Brook, ME, USA" 400 2008 NA 0 NA NA NA 21.4 6.1 NA NA NA BB2 1 "0.5, g" NA NA targeted gene survey 2.223 NA -68.1 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale BB2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 44 NA n NA NA Lauber_88_soils pyrosequencing NA NA -680 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX BB2_V2 NA 1200 4.6 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME spodosol NA NA 103 19502440 lauber_88_soils NA y NA BB2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 44.86666667 NA NA soil metagenome BF1.141647 AATCAGTCTCGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 64.4 0 NA "Bousson Forest, PA, USA" 390 2008 NA 0 NA NA NA 13.7 7.8 NA NA NA BF1 1 "0.5, g" NA NA targeted gene survey 7.019 NA -80.05 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale BF1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 60 NA n NA NA Lauber_88_soils pyrosequencing NA NA -451 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX BF1_V2 NA 1000 4.05 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA BF1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 41.58333333 NA NA soil metagenome BF2.141708 AATCGTGACTCG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 95.2 0 NA "Bousson Forest, PA, USA" 390 2008 NA 0 NA NA NA 15.2 7.8 NA NA NA BF2 1 "0.5, g" NA NA targeted gene survey 8.718 NA -80.05 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale BF2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 56 NA n NA NA Lauber_88_soils pyrosequencing NA NA -451 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX BF2_V2 NA 1000 3.61 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA BF2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 41.58333333 NA NA soil metagenome BZ1.141724 ACACATGTCTAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 30.3 0 NA "Bonanza Creek LTER, AK USA" 300 2008 NA 0 NA NA NA 19.4 -2.9 NA NA NA BZ1 1 "0.5, g" NA NA targeted gene survey 4.185 NA -148.25 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale BZ1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 80 NA n NA NA Lauber_88_soils pyrosequencing NA NA 133 soil metagenome NA ENVO:forest FLX BZ1_V2 NA 260 5.12 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME gelisol NA NA 103 19502440 lauber_88_soils NA y NA BZ1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 64.8 NA NA soil metagenome CA1.141704 ACACGAGCCACA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 16.7 0 NA "Cedar Mtn. AZ, USA" 2003 2008 NA 0 NA NA NA 13 10.3 NA NA NA CA1 1 "0.5, g" NA NA targeted gene survey 2.276 NA -111.7666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CA1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 73 NA n NA NA Lauber_88_soils pyrosequencing NA NA 198 soil metagenome NA ENVO:forest FLX CA1_V2 NA 400 7.27 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA CA1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 36.05 NA NA soil metagenome CF1.141675 ACACTGTTCATG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 25.6 0 NA "Catskills, NY USA" 800 2008 NA 0 NA NA NA 13.6 5.3 NA NA NA CF1 1 "0.5, g" NA NA targeted gene survey 2.266 NA -74.25833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CF1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 49 NA n NA NA Lauber_88_soils pyrosequencing NA NA -859 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX CF1_V2 NA 1300 3.92 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA CF1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 42.15833333 NA NA soil metagenome CF2.141679 ACAGACCACTCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 40.6 0 NA "Catskills, NY USA" 800 2008 NA 0 NA NA NA 19.1 5.3 NA NA NA CF2 1 "0.5, g" NA NA targeted gene survey 3 NA -74.35 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CF2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 28 NA n NA NA Lauber_88_soils pyrosequencing NA NA -859 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX CF2_V2 NA 1300 3.63 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA CF2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 41.93333333 NA NA soil metagenome CF3.141691 ACAGAGTCGGCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 43.3 0 NA "Catskills, NY USA" 800 2008 NA 0 NA NA NA 17 5.3 NA NA NA CF3 1 "0.5, g" NA NA targeted gene survey 2.912 NA -74.1 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CF3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 77 NA n NA NA Lauber_88_soils pyrosequencing NA NA -859 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX CF3_V2 NA 1300 3.56 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA CF3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 42.11666667 NA NA soil metagenome CL1.141697 ACAGCAGTGGTC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 23.3 0 NA "Calhoun Experimental Forest, SC USA" 150 2008 NA 0 NA NA NA 19.6 15.9 NA NA NA CL1 1 "0.5, g" NA NA targeted gene survey 4.642 NA -81.66666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CL1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 35 NA n NA NA Lauber_88_soils pyrosequencing NA NA -420 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX CL1_V2 NA 1250 5.68 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME ultisol NA NA 103 19502440 lauber_88_soils NA y NA CL1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.61666667 NA NA soil metagenome CL3.141664 ACAGTGCTTCAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 12.1 0 NA "Calhoun Experimental Forest, SC USA" 150 2008 NA 0 NA NA NA 24.3 15.9 NA NA NA CL3 1 "0.5, g" NA NA targeted gene survey 4.145 NA -81.66666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CL3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 19 NA n NA NA Lauber_88_soils pyrosequencing NA NA -420 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX CL3_V2 NA 1250 4.89 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME ultisol NA NA 103 19502440 lauber_88_soils NA y NA CL3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.61666667 NA NA soil metagenome CO1.141714 ACATGATCGTTC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 15.9 0 NA "Fort Collins, CO USA" 3800 2008 NA 0 NA NA NA 19.1 -3 NA NA NA CO1 1 "0.5, g" NA NA targeted gene survey 4.477 NA -105.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CO1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sand lauber_88_soils 0-0.05 NA NA 14 NA n NA NA Lauber_88_soils pyrosequencing NA NA -309 soil metagenome NA ENVO:forest FLX CO1_V2 NA 600 6.13 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA CO1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 40.4 NA NA soil metagenome CO2.141657 ACATGTCACGTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 18.1 0 NA "Fort Collins, CO USA" 2400 2008 NA 0 NA NA NA 31.8 6.1 NA NA NA CO2 1 "0.5, g" NA NA targeted gene survey 9.223 NA -105.3333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CO2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 24 NA n NA NA Lauber_88_soils pyrosequencing NA NA 104 soil metagenome NA ENVO:forest FLX CO2_V2 NA 350 5.68 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA CO2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 40.58333333 NA NA soil metagenome DF1.141684 ACCAGACGATGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 27.8 0 NA "Duke Forest, NC USA" 163 2008 NA 0 NA NA NA 37.7 14.6 NA NA NA DF1 1 "0.5, g" NA NA targeted gene survey 13.201 NA -79.08333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale DF1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 43 NA n NA NA Lauber_88_soils pyrosequencing NA NA -328 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX DF1_V2 NA 1100 5.37 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA DF1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.96666667 NA NA soil metagenome DF2.141726 ACCAGCGACTAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 54.5 0 NA "Duke Forest, NC USA" 163 2008 NA 0 NA NA NA 18.3 14.6 NA NA NA DF2 1 "0.5, g" NA NA targeted gene survey 20.411 NA -79.08333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale DF2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 53 NA n NA NA Lauber_88_soils pyrosequencing NA NA -328 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX DF2_V2 NA 1100 6.84 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA DF2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.96666667 NA NA soil metagenome DF3.141696 ACCGCAGAGTCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 17 0 NA "Duke Forest, NC USA" 150 2008 NA 0 NA NA NA 25.8 14.6 NA NA NA DF3 1 "0.5, g" NA NA targeted gene survey 4.149 NA -79.08333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale DF3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 20 NA n NA NA Lauber_88_soils pyrosequencing NA NA -328 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX DF3_V2 NA 1100 5.05 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME alfisol NA NA 103 19502440 lauber_88_soils NA y NA DF3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.96666667 NA NA soil metagenome GB2.141732 ACCTGTCTCTCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 68.9 0 NA "Great Basin Experimental Range, UT USA" 3290 2008 NA 0 NA NA NA 13.1 2 NA NA NA GB2 1 "0.5, g" NA NA targeted gene survey 5.375 NA -111.4666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale GB2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 65 NA n NA NA Lauber_88_soils pyrosequencing NA NA -112 soil metagenome NA ENVO:forest FLX GB2_V2 NA 400 7.57 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA GB2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.31666667 NA NA soil metagenome GB3.141652 ACGACGTCTTAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 57.1 0 NA "Great Basin Experimental Range, UT USA" 3270 2008 NA 0 NA NA NA 14.3 2 NA NA NA GB3 1 "0.5, g" NA NA targeted gene survey 6.244 NA -111.4833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale GB3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America clay loam lauber_88_soils 0-0.05 NA NA 76 NA n NA NA Lauber_88_soils pyrosequencing NA NA -112 soil metagenome NA ENVO:forest FLX GB3_V2 NA 400 7.18 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA GB3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.31666667 NA NA soil metagenome HF1.141663 ACGATGCGACCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 127.6 0 NA "Harvard Forest, MA USA" 300 2008 NA 0 NA NA NA 22.5 7 NA NA NA HF1 1 "0.5, g" NA NA targeted gene survey 14.412 NA -72.16666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HF1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 33 NA n NA NA Lauber_88_soils pyrosequencing NA NA -484 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX HF1_V2 NA 1100 4.25 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA HF1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 42.5 NA NA soil metagenome HF2.141686 ACGCAACTGCTA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 95.5 0 NA "Harvard Forest, MA USA" 300 2008 NA 0 NA NA NA 20.9 7 NA NA NA HF2 1 "0.5, g" NA NA targeted gene survey 10.001 NA -72.16666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HF2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 38 NA n NA NA Lauber_88_soils pyrosequencing NA NA -484 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX HF2_V2 NA 1100 3.98 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA HF2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 42.5 NA NA soil metagenome HJ1.141718 ACGGATCGTCAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 69.5 0 NA "H.J. Andrews Experimental Forest, OR USA" 700 2008 NA 0 NA NA NA 36.6 9.4 NA NA NA HJ1 1 "0.5, g" NA NA targeted gene survey 5.079 NA -122.15 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HJ1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 41 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1507 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX HJ1_V2 NA 2000 5.41 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME andisol NA NA 103 19502440 lauber_88_soils NA y NA HJ1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 44.21666667 NA NA soil metagenome HJ2.141717 ACGGTGAGTGTC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 76.1 0 NA "H.J. Andrews Experimental Forest, OR USA" 700 2008 NA 0 NA NA NA 26.1 9.4 NA NA NA HJ2 1 "0.5, g" NA NA targeted gene survey 4.532 NA -122.15 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HJ2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 47 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1507 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX HJ2_V2 NA 2000 5.36 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME andisol NA NA 103 19502440 lauber_88_soils NA y NA HJ2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 44.21666667 NA NA soil metagenome IT1.141711 ACGTGAGAGAAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 63.1 0 NA "Itasca Lake State Park, MN USA" 550 2008 NA 0 NA NA NA 22.5 3 NA NA NA IT1 1 "0.5, g" NA NA targeted gene survey 16.079 NA -95.16666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale IT1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 27 NA n NA NA Lauber_88_soils pyrosequencing NA NA -262 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX IT1_V2 NA 750 5.78 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME spodosol NA NA 103 19502440 lauber_88_soils NA y NA IT1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 47.16666667 NA NA soil metagenome IT2.141720 ACGTGCCGTAGA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 39.1 0 NA "Itasca Lake State Park, MN USA" 550 2008 NA 0 NA NA NA 23 3 NA NA NA IT2 1 "0.5, g" NA NA targeted gene survey 16.003 NA -95.16666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale IT2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 19 NA n NA NA Lauber_88_soils pyrosequencing NA NA -262 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX IT2_V2 NA 750 5.42 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME spodosol NA NA 103 19502440 lauber_88_soils NA y NA IT2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 47.18333333 NA NA soil metagenome MP2.141695 ACTGTACGCGTA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 98.7 0 NA "Mary's Peak, OR USA" 1300 2008 NA 0 NA NA NA 18.3 8.8 NA NA NA MP2 1 "0.5, g" NA NA targeted gene survey 7.116 NA -123.5333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MP2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 42 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1721 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX MP2_V2 NA 2200 4.38 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA MP2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 49.46666667 NA NA soil metagenome MT1.141719 ACTGTCGAAGCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 105.4 0 NA "Missoula, MT USA" 1000 2008 NA 0 NA NA NA 16.007 7 NA NA NA MT1 1 "0.5, g" NA NA targeted gene survey 26.9 NA -114 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MT1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 30 NA n NA NA Lauber_88_soils pyrosequencing NA NA 70 soil metagenome NA ENVO:forest FLX MT1_V2 NA 450 7.57 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA MT1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 46.8 NA NA soil metagenome MT2.141698 ACTGTGACTTCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 39.1 0 NA "Missoula, MT USA" 1000 2008 NA 0 NA NA NA 23.087 7 NA NA NA MT2 1 "0.5, g" NA NA targeted gene survey 19.7 NA -114 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MT2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 35 NA n NA NA Lauber_88_soils pyrosequencing NA NA 70 soil metagenome NA ENVO:forest FLX MT2_V2 NA 450 6.66 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA MT2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 46.8 NA NA soil metagenome SA1.141670 AGATACACGCGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 22.9 0 NA "Sunset Crater, AZ USA" 1905 2008 NA 0 NA NA NA 18.2 10.3 NA NA NA SA1 1 "0.5, g" NA NA targeted gene survey 3.821 NA -111.55 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SA1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sand lauber_88_soils 0-0.05 NA NA 9 NA n NA NA Lauber_88_soils pyrosequencing NA NA 198 soil metagenome NA ENVO:forest FLX SA1_V2 NA 400 6.9 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME entisol NA NA 103 19502440 lauber_88_soils NA y NA SA1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.36666667 NA NA soil metagenome SK1.141669 AGCACGAGCCTA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 11.6 0 NA "BOREAS site, Saskatchewan, Canada" 579 2008 NA 0 NA NA NA 31.6767 0.4 NA NA NA SK1 1 "0.5, g" NA NA targeted gene survey 5.8 NA -104.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SK1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 21 NA n NA NA Lauber_88_soils pyrosequencing NA NA -13 soil metagenome NA ENVO:forest FLX SK1_V2 NA 467 5.45 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA SK1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 53.9 NA NA soil metagenome SK2.141662 AGCAGCACTTGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 24.9 0 NA "BOREAS site, Saskatchewan, Canada" 601 2008 NA 0 NA NA NA 24.345 0.4 NA NA NA SK2 1 "0.5, g" NA NA targeted gene survey 6.5 NA -105.2 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SK2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 35 NA n NA NA Lauber_88_soils pyrosequencing NA NA -13 soil metagenome NA ENVO:forest FLX SK2_V2 NA 467 6.18 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA SK2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 53.98333333 NA NA soil metagenome SK3.141716 AGCAGTCGCGAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 8.5 0 NA "BOREAS site, Saskatchewan, Canada" 601 2008 NA 0 NA NA NA 14.135 0.4 NA NA NA SK3 1 "0.5, g" NA NA targeted gene survey 3.7 NA -106.2 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SK3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 55 NA n NA NA Lauber_88_soils pyrosequencing NA NA -13 soil metagenome NA ENVO:forest FLX SK3_V2 NA 467 5.83 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA SK3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 53.6 NA NA soil metagenome SN1.141681 AGCATATGAGAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 42.5 0 NA "Sierra Nevada Mts., CA USA" 3000 2008 NA 0 NA NA NA 22 3.6 NA NA NA SN1 1 "0.5, g" NA NA targeted gene survey 12.996 NA -118.1666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SN1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 20 NA n NA NA Lauber_88_soils pyrosequencing NA NA -252 soil metagenome NA ENVO:Temperate broadleaf and mixed forest biome FLX SN1_V2 NA 600 4.95 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA SN1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 36.45 NA NA soil metagenome VC1.141722 AGGTGTGATCGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:forest_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 56.7 0 NA "Valles Caldera, NM USA" 2746 2008 NA 0 NA NA NA 17 2.5 NA NA NA VC1 1 "0.5, g" NA NA targeted gene survey 15.209 NA -106.55 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:forest soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale VC1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 41 NA n NA NA Lauber_88_soils pyrosequencing NA NA -175 soil metagenome NA ENVO:forest FLX VC1_V2 NA 500 5.55 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA VC1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.9 NA NA soil metagenome BP1.141702 ACACACTATGGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 31 0 NA "Badlands National Park, SD USA" 1100 2008 NA 0 NA NA NA 14.5 6.6 NA NA NA BP1 1 "0.5, g" NA NA targeted gene survey 7.736 NA -102.3833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale BP1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 65 NA n NA NA Lauber_88_soils pyrosequencing NA NA 79 soil metagenome NA ENVO:grassland FLX BP1_V2 NA 450 7.53 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME entisol NA NA 103 19502440 lauber_88_soils NA y NA BP1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 43.75 NA NA soil metagenome CC1.141721 ACACTAGATCCG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 19.1 0 NA "Cedar Creek LTER, MN USA" 110 2008 NA 0 NA NA NA 14.5 5.8 NA NA NA CC1 1 "0.5, g" NA NA targeted gene survey 4.204 NA -93.2 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CC1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sand lauber_88_soils 0-0.05 NA NA 11 NA n NA NA Lauber_88_soils pyrosequencing NA NA -143 soil metagenome NA ENVO:Temperate grasslands FLX CC1_V2 NA 720 6.06 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA CC1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 45.4 NA NA soil metagenome CL2.141671 ACAGCTAGCTTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 22.7 0 NA "Calhoun Experimental Forest, SC USA" 150 2008 NA 0 NA NA NA 12.8 15.9 NA NA NA CL2 1 "0.5, g" NA NA targeted gene survey 4.07 NA -81.66666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CL2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 25 NA n NA NA Lauber_88_soils pyrosequencing NA NA -420 soil metagenome NA ENVO:Temperate grasslands FLX CL2_V2 NA 1250 5.57 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME ultisol NA NA 103 19502440 lauber_88_soils NA y NA CL2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.61666667 NA NA soil metagenome CL4.141667 ACAGTTGCGCGA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 17.1 0 NA "Calhoun Experimental Forest, SC USA" 150 2008 NA 0 NA NA NA 13.7 15.9 NA NA NA CL4 1 "0.5, g" NA NA targeted gene survey 2.234 NA -81.66666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CL4_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 36 NA n NA NA Lauber_88_soils pyrosequencing NA NA -420 soil metagenome NA ENVO:Temperate grasslands FLX CL4_V2 NA 1250 5.03 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME ultisol NA NA 103 19502440 lauber_88_soils NA y NA CL4_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.61666667 NA NA soil metagenome CM1.141723 ACATCACTTAGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 29.9 0 NA "Clymer Meadow Preserve, TX USA" 200 2008 NA 0 NA NA NA 12.4 18.5 NA NA NA CM1 1 "0.5, g" NA NA targeted gene survey 2.043 NA -96.23333333 y 10.2 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CM1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silty clay lauber_88_soils 0-0.05 NA NA 82 NA n NA NA Lauber_88_soils pyrosequencing NA NA 155 soil metagenome NA ENVO:Temperate grasslands FLX CM1_V2 NA 850 7.85 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA CM1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 33.3 NA NA soil metagenome CO3.141651 ACATTCAGCGCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 8.2 0 NA "Shortgrass Steppe LTER, CO USA" 1500 2008 NA 0 NA NA NA 11.7 9.3 NA NA NA CO3 1 "0.5, g" NA NA targeted gene survey 2.443 NA -104.8333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CO3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 24 NA n NA NA Lauber_88_soils pyrosequencing NA NA 231 soil metagenome NA ENVO:grassland FLX CO3_V2 NA 322 6.02 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA CO3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 40.8 NA NA soil metagenome CR1.141682 ACCACATACATC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 28.3 0 NA "Coffey Ranch, TX USA" 250 2008 NA 0 NA NA NA 10.7 18.4 NA NA NA CR1 1 "0.5, g" NA NA targeted gene survey 3.078 NA -97.23333333 y 10.9 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale CR1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 64 NA n NA NA Lauber_88_soils pyrosequencing NA NA 160 soil metagenome NA ENVO:Temperate grasslands FLX CR1_V2 NA 850 8 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA CR1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 33.93333333 NA NA soil metagenome GB1.141665 ACCTCGATCAGA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 28.2 0 NA "Great Basin Experimental Range, UT USA" 3750 2008 NA 0 NA NA NA 12.2 2 NA NA NA GB1 1 "0.5, g" NA NA targeted gene survey 6.098 NA -111.45 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale GB1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America clay loam lauber_88_soils 0-0.05 NA NA 77 NA n NA NA Lauber_88_soils pyrosequencing NA NA -112 soil metagenome NA ENVO:grassland FLX GB1_V2 NA 400 6.84 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA GB1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.33333333 NA NA soil metagenome HI2.141672 ACGCGCAGATAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 158.8 0 NA "Kohala Peninsula, HI USA" 1000 2008 NA 0 NA NA NA 11 22.8 NA NA NA HI2 1 "0.5, g" NA NA targeted gene survey 11.805 NA -155.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HI2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 36 NA n NA NA Lauber_88_soils pyrosequencing NA NA 358 soil metagenome NA "ENVO:Tropical and subtropical grasslands, savannas, and shrubland biome" FLX HI2_V2 NA 750 6.32 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME andisol NA NA 103 19502440 lauber_88_soils NA y NA HI2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 20.08333333 NA NA soil metagenome HI3.141676 ACGCTATCTGGA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 182.4 0 NA "Kohala Peninsula, HI USA" 1500 2008 NA 0 NA NA NA 11.2 22.8 NA NA NA HI3 1 "0.5, g" NA NA targeted gene survey 13.285 NA -155.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HI3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 25 NA n NA NA Lauber_88_soils pyrosequencing NA NA 108 soil metagenome NA "ENVO:Tropical and subtropical grasslands, savannas, and shrubland biome" FLX HI3_V2 NA 1000 6.53 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME andisol NA NA 103 19502440 lauber_88_soils NA y NA HI3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 20.08333333 NA NA soil metagenome HI4.141735 ACGCTCATGGAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 108.2 0 NA "Kohala Peninsula, HI USA" 1500 2008 NA 0 NA NA NA 15.1 22.8 NA NA NA HI4 1 "0.5, g" NA NA targeted gene survey 22.822 NA -155.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale HI4_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 52 NA n NA NA Lauber_88_soils pyrosequencing NA NA -392 soil metagenome NA "ENVO:Tropical and subtropical grasslands, savannas, and shrubland biome" FLX HI4_V2 NA 1500 4.92 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME andisol NA NA 103 19502440 lauber_88_soils NA y NA HI4_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 20.08333333 NA NA soil metagenome IE1.141648 ACGTACTCAGTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 27 0 NA "Institute for Ecosystem Studies, NY USA" 75 2008 NA 0 NA NA NA 11.8 8.6 NA NA NA IE1 1 "0.5, g" NA NA targeted gene survey 7.536 NA -73.75 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale IE1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 49 NA n NA NA Lauber_88_soils pyrosequencing NA NA -610 soil metagenome NA ENVO:Temperate grasslands FLX IE1_V2 NA 1200 5.27 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA IE1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 41.8 NA NA soil metagenome IE2.141655 ACGTCTGTAGCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 40.7 0 NA "Institute for Ecosystem Studies, NY USA" 75 2008 NA 0 NA NA NA 13.2 8.6 NA NA NA IE2 1 "0.5, g" NA NA targeted gene survey 11.422 NA -73.75 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale IE2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 49 NA n NA NA Lauber_88_soils pyrosequencing NA NA -610 soil metagenome NA ENVO:Temperate grasslands FLX IE2_V2 NA 1200 5.52 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA IE2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 41.8 NA NA soil metagenome KP1.141713 ACTACAGCCTAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 61.2 0 NA "Konza Prairie LTER, KS USA" 100 2008 NA 0 NA NA NA 13.6 12.5 NA NA NA KP1 1 "0.5, g" NA NA targeted gene survey 4.324 NA -96.6 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale KP1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 78 NA n NA NA Lauber_88_soils pyrosequencing NA NA -81 soil metagenome NA ENVO:Temperate grasslands FLX KP1_V2 NA 835 6.37 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA KP1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.1 NA NA soil metagenome KP4.141733 ACTAGCTCCATA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 39.8 0 NA "Konza Prairie LTER, KS USA" 100 2008 NA 0 NA NA NA 13.892 12.5 NA NA NA KP4 1 "0.5, g" NA NA targeted gene survey 16 NA -96.6 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale KP4_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 77 NA n NA NA Lauber_88_soils pyrosequencing NA NA -81 soil metagenome NA ENVO:shrubland FLX KP4_V2 NA 835 7.1 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA KP4_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.1 NA NA soil metagenome MP1.141661 ACTGATCCTAGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 107 0 NA "Mary's Peak, OR USA" 1300 2008 NA 0 NA NA NA 14.7 8.8 NA NA NA MP1 1 "0.5, g" NA NA targeted gene survey 5.636 NA -123.5333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MP1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 41 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1721 soil metagenome NA ENVO:Temperate grasslands FLX MP1_V2 NA 2200 4.56 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA MP1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 49.46666667 NA NA soil metagenome RT2.141710 AGAGTCCTGAGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 37.5 0 NA "USDA Grassland Research Center, Riesel, TX USA" 50 2008 NA 0 NA NA NA 12 18.1 NA NA NA RT2 1 "0.5, g" NA NA targeted gene survey 1.646 NA -96.86666667 y 15.8 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale RT2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silty clay loam lauber_88_soils 0-0.05 NA NA 80 NA n NA NA Lauber_88_soils pyrosequencing NA NA 135 soil metagenome NA ENVO:Temperate grasslands FLX RT2_V2 NA 840 8.07 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA RT2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 31.46666667 NA NA soil metagenome SP2.141678 AGCGCTGATGTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 81 0 NA "Sequoia National Park, CA USA" 3215 2008 NA 0 NA NA NA 15.9 3.6 NA NA NA SP2 1 "0.5, g" NA NA targeted gene survey 6.535 NA -118.6333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SP2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 24 NA n NA NA Lauber_88_soils pyrosequencing NA NA -402 soil metagenome NA ENVO:Temperate grasslands FLX SP2_V2 NA 750 5.13 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME entisol NA NA 103 19502440 lauber_88_soils NA y NA SP2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 36.61666667 NA NA soil metagenome TL1.141653 AGCTTGACAGCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 70.2 0 NA "Toolik Lake LTER, AK USA" 894 2008 NA 0 NA NA NA 18.7 -9.3 NA NA NA TL1 1 "0.5, g" NA NA targeted gene survey 9.241 NA -149.5833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale TL1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 57 NA n NA NA Lauber_88_soils pyrosequencing NA NA -212 soil metagenome NA ENVO:grassland FLX TL1_V2 NA 400 4.58 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME gelisol NA NA 103 19502440 lauber_88_soils NA y NA TL1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 68.63333333 NA NA soil metagenome VC2.141694 AGTACGCTCGAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:grassland_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 34.4 0 NA "Valles Caldera, NM USA" 2733 2008 NA 0 NA NA NA 11.5 2.5 NA NA NA VC2 1 "0.5, g" NA NA targeted gene survey 6.265 NA -106.55 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:grassland soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale VC2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 59 NA n NA NA Lauber_88_soils pyrosequencing NA NA -175 soil metagenome NA ENVO:grassland FLX VC2_V2 NA 500 5.99 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA VC2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.9 NA NA soil metagenome JT1.141699 ACGTTAGCACAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 6.9 0 NA "Joshua Tree National Park, CA USA" 1360 2008 NA 0 NA NA NA 11.668 16 NA NA NA JT1 1 "0.5, g" NA NA targeted gene survey 11.7 NA -116.0666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale JT1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 18 NA n NA NA Lauber_88_soils pyrosequencing NA NA 1032 soil metagenome NA ENVO:shrubland FLX JT1_V2 NA 90 7.6 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME aridisol NA NA 103 19502440 lauber_88_soils NA y NA JT1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 33.96666667 NA NA soil metagenome KP3.141658 ACTACGTGTGGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 68.9 0 NA "Konza Prairie LTER, KS USA" 100 2008 NA 0 NA NA NA 17.7 12.5 NA NA NA KP3 1 "0.5, g" NA NA targeted gene survey 1.948 NA -96.6 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale KP3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 76 NA n NA NA Lauber_88_soils pyrosequencing NA NA -81 soil metagenome NA ENVO:shrubland FLX KP3_V2 NA 835 7.92 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA KP3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 39.1 NA NA soil metagenome MD2.141689 ACTCGATTCGAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 4.2 0 NA "Mojave Desert, CA USA" 967 2008 NA 0 NA NA NA 8.8 21 NA NA NA MD2 1 "0.5, g" NA NA targeted gene survey 1.97 NA -115.6 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MD2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 26 NA n NA NA Lauber_88_soils pyrosequencing NA NA 1054 soil metagenome NA ENVO:shrubland FLX MD2_V2 NA 150 7.65 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME aridisol NA NA 103 19502440 lauber_88_soils NA y NA MD2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.9 NA NA soil metagenome MD5.141688 ACTGACAGCCAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 5.7 0 NA "Mojave Desert, CA USA" 776 2008 NA 0 NA NA NA 9.5 21 NA NA NA MD5 1 "0.5, g" NA NA targeted gene survey 5.931 NA -115.8666667 y 1.8 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale MD5_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 20 NA n NA NA Lauber_88_soils pyrosequencing NA NA 1087 soil metagenome NA ENVO:shrubland FLX MD5_V2 NA 150 8.07 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME aridisol NA NA 103 19502440 lauber_88_soils NA y NA MD5_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.2 NA NA soil metagenome RT1.141654 AGAGTAGCTAAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 39.4 0 NA "USDA Grassland Research Center, Riesel, TX USA" 50 2008 NA 0 NA NA NA 12.3 18.1 NA NA NA RT1 1 "0.5, g" NA NA targeted gene survey 1.852 NA -96.86666667 y 18 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale RT1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silty clay loam lauber_88_soils 0-0.05 NA NA 82 NA n NA NA Lauber_88_soils pyrosequencing NA NA 135 soil metagenome NA ENVO:shrubland FLX RT1_V2 NA 840 7.92 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA RT1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 31.46666667 NA NA soil metagenome SB1.141730 AGATCTCTGCAT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 26.5 0 NA "Santa Barbara, CA USA" 500 2008 NA 0 NA NA NA 16.9 15 NA NA NA SB1 1 "0.5, g" NA NA targeted gene survey 7.166 NA -119.8 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SB1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 54 NA n NA NA Lauber_88_soils pyrosequencing NA NA 153 soil metagenome NA ENVO:shrubland FLX SB1_V2 NA 550 7.92 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA SB1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.46666667 NA NA soil metagenome SF1.141728 AGATGTTCTGCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 14.2 0 NA "Santa Fe, NM USA" 1500 2008 NA 0 NA NA NA 9.92 13 NA NA NA SF1 1 "0.5, g" NA NA targeted gene survey 7.6 NA -105.9333333 y 6.9 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SF1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America clay loam lauber_88_soils 0-0.05 NA NA 60 NA n NA NA Lauber_88_soils pyrosequencing NA NA 494 soil metagenome NA ENVO:shrubland FLX SF1_V2 NA 250 7.71 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME aridisol NA NA 103 19502440 lauber_88_soils NA y NA SF1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.38333333 NA NA soil metagenome SF2.141677 AGCACACCTACA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 4.2 0 NA "Santa Fe, NM USA" 1500 2008 NA 0 NA NA NA 8.14 13 NA NA NA SF2 1 "0.5, g" NA NA targeted gene survey 4 NA -105.9333333 y 7.4 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SF2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America clay loam lauber_88_soils 0-0.05 NA NA 58 NA n NA NA Lauber_88_soils pyrosequencing NA NA 494 soil metagenome NA ENVO:shrubland FLX SF2_V2 NA 250 8.38 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME aridisol NA NA 103 19502440 lauber_88_soils NA y NA SF2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 35.38333333 NA NA soil metagenome SN3.141650 AGCGACTGTGCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 16.6 0 NA "Sierra Nevada Mts., CA USA" 3000 2008 NA 0 NA NA NA 13.9 3.6 NA NA NA SN3 1 "0.5, g" NA NA targeted gene survey 6.289 NA -118.1666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SN3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loamy sand lauber_88_soils 0-0.05 NA NA 20 NA n NA NA Lauber_88_soils pyrosequencing NA NA -252 soil metagenome NA ENVO:shrubland FLX SN3_V2 NA 600 5.74 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA SN3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 36.45 NA NA soil metagenome SP1.141656 AGCGAGCTATCT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 16.8 0 NA "Sequoia National Park, CA USA" 650 2008 NA 0 NA NA NA 18.5 12.7 NA NA NA SP1 1 "0.5, g" NA NA targeted gene survey 7.709 NA -118.7 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SP1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America sandy loam lauber_88_soils 0-0.05 NA NA 36 NA n NA NA Lauber_88_soils pyrosequencing NA NA 17 soil metagenome NA ENVO:shrubland FLX SP1_V2 NA 650 6.25 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA SP1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 36.5 NA NA soil metagenome SR1.141680 AGCGTAGGTCGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 45.9 0 NA "Sedgwick Reserve, CA USA" 300 2008 NA 0 NA NA NA 11.1 17.2 NA NA NA SR1 1 "0.5, g" NA NA targeted gene survey 6.119 NA -120.05 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SR1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 55 NA n NA NA Lauber_88_soils pyrosequencing NA NA 324 soil metagenome NA ENVO:shrubland FLX SR1_V2 NA 500 6.84 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA SR1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.7 NA NA soil metagenome SR3.141674 AGCTCCATACAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 33 0 NA "Sedgwick Reserve, CA USA" 300 2008 NA 0 NA NA NA 11 17.2 NA NA NA SR3 1 "0.5, g" NA NA targeted gene survey 7.154 NA -120.05 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale SR3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 61 NA n NA NA Lauber_88_soils pyrosequencing NA NA 324 soil metagenome NA ENVO:shrubland FLX SR3_V2 NA 500 6.95 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME mollisol NA NA 103 19502440 lauber_88_soils NA y NA SR3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 34.68333333 NA NA soil metagenome TL2.141706 AGGACGCACTGT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 158.3 0 NA "Toolik Lake LTER, AK USA" 894 2008 NA 0 NA NA NA 16.6 -9.3 NA NA NA TL2 1 "0.5, g" NA NA targeted gene survey 12.092 NA -149.5833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale TL2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America silt loam lauber_88_soils 0-0.05 NA NA 61 NA n NA NA Lauber_88_soils pyrosequencing NA NA -212 soil metagenome NA ENVO:shrubland FLX TL2_V2 NA 400 6.47 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME gelisol NA NA 103 19502440 lauber_88_soils NA y NA TL2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 68.63333333 NA NA soil metagenome TL3.141709 AGGCTACACGAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:shrubland Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 53.9 0 NA "Toolik Lake LTER, AK USA" 894 2008 NA 0 NA NA NA 24.6 -9.3 NA NA NA TL3 1 "0.5, g" NA NA targeted gene survey 16.456 NA -149.5833333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:shrubland TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale TL3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:United States of America loam lauber_88_soils 0-0.05 NA NA 52 NA n NA NA Lauber_88_soils pyrosequencing NA NA -212 soil metagenome NA ENVO:shrubland FLX TL3_V2 NA 400 4.23 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME gelisol NA NA 103 19502440 lauber_88_soils NA y NA TL3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 68.63333333 NA NA soil metagenome AR1.141727 AACGCACGCTAG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 22.1 0 NA "Misiones, Argentina" 150 2008 NA 0 NA NA NA 8.98 23 NA NA NA AR1 1 "0.5, g" NA NA targeted gene survey 4.3 NA -55.68333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale AR1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Argentina clay lauber_88_soils 0-0.05 NA NA 80 NA n NA NA Lauber_88_soils pyrosequencing NA NA -206 soil metagenome NA ENVO:Tropical humid forests FLX AR1_V2 NA 1400 5.8 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA AR1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -27.73333333 NA NA soil metagenome AR2.141703 AACTCGTCGATG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 21.7 0 NA "Misiones, Argentina" 150 2008 NA 0 NA NA NA 9.36 23 NA NA NA AR2 1 "0.5, g" NA NA targeted gene survey 3.9 NA -55.68333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale AR2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Argentina clay lauber_88_soils 0-0.05 NA NA 78 NA n NA NA Lauber_88_soils pyrosequencing NA NA -206 soil metagenome NA ENVO:Tropical humid forests FLX AR2_V2 NA 1400 6 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA AR2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -27.73333333 NA NA soil metagenome AR3.141705 AACTGTGCGTAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 24.4 0 NA "Misiones, Argentina" 150 2008 NA 0 NA NA NA 9.844 23 NA NA NA AR3 1 "0.5, g" NA NA targeted gene survey 4.5 NA -55.68333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale AR3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Argentina clay lauber_88_soils 0-0.05 NA NA 82 NA n NA NA Lauber_88_soils pyrosequencing NA NA -206 soil metagenome NA ENVO:Tropical humid forests FLX AR3_V2 NA 1400 5.9 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA AR3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -27.73333333 NA NA soil metagenome LQ2.141729 ACTCACGGTATG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 41.1 0 NA "Luquillo LTER, Puerto Rico" 400 2008 NA 0 NA NA NA 13 21.5 NA NA NA LQ2 1 "0.5, g" NA NA targeted gene survey 7.816 NA -65.83333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale LQ2_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Puerto Rico silty clay loam lauber_88_soils 0-0.05 NA NA 84 NA n NA NA Lauber_88_soils pyrosequencing NA NA -2454 soil metagenome NA ENVO:Tropical humid forests FLX LQ2_V2 NA 3500 5.03 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA LQ2_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 18.3 NA NA soil metagenome LQ3.141712 ACTCAGATACTC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 64.1 0 NA "Luquillo LTER, Puerto Rico" 700 2008 NA 0 NA NA NA 22.6 20.5 NA NA NA LQ3 1 "0.5, g" NA NA targeted gene survey 3.686 NA -65.83333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale LQ3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Puerto Rico sandy loam lauber_88_soils 0-0.05 NA NA 35 NA n NA NA Lauber_88_soils pyrosequencing NA NA -3528 soil metagenome NA ENVO:Tropical humid forests FLX LQ3_V2 NA 4500 4.67 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA LQ3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA 18.3 NA NA soil metagenome PE1.141715 ACTTGTAGCAGC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 134.2 0 NA "Manu National Park, Peru" 3250 2008 NA 0 NA NA NA 13.887 10 NA NA NA PE1 1 "0.5, g" NA NA targeted gene survey 32.2 NA -71.58333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE1_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru sandy loam lauber_88_soils 0-0.05 NA NA 35 NA n NA NA Lauber_88_soils pyrosequencing NA NA -2500 soil metagenome NA ENVO:Tropical humid forests FLX PE1_V2 NA 2100 4.12 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA PE1_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -13.08333333 NA NA soil metagenome PE3.141731 AGACCGTCAGAC CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 130.9 0 NA "Manu National Park, Peru" 2750 2008 NA 0 NA NA NA 16.84 16 NA NA NA PE3 1 "0.5, g" NA NA targeted gene survey 31.8 NA -71.58333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE3_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru sandy loam lauber_88_soils 0-0.05 NA NA 40 NA n NA NA Lauber_88_soils pyrosequencing NA NA -3270 soil metagenome NA ENVO:Tropical humid forests FLX PE3_V2 NA 5500 4.25 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA PE3_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -13.08333333 NA NA soil metagenome PE4.141683 AGACGTGCACTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 59.5 0 NA "Manu National Park, Peru" 2000 2008 NA 0 NA NA NA 18.45 17 NA NA NA PE4 1 "0.5, g" NA NA targeted gene survey 15.5 NA -71.58333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE4_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru sandy loam lauber_88_soils 0-0.05 NA NA 32 NA n NA NA Lauber_88_soils pyrosequencing NA NA -3700 soil metagenome NA ENVO:Tropical humid forests FLX PE4_V2 NA 6200 4.1 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME inceptisol NA NA 103 19502440 lauber_88_soils NA y NA PE4_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -13.08333333 NA NA soil metagenome PE5.141692 AGACTGCGTACT CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 93.6 0 NA "Manu National Park, Peru" 1750 2008 NA 0 NA NA NA 14.55 23 NA NA NA PE5 1 "0.5, g" NA NA targeted gene survey 25 NA -71.26666667 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE5_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru clay loam lauber_88_soils 0-0.05 NA NA 70 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1900 soil metagenome NA ENVO:Tropical humid forests FLX PE5_V2 NA 5000 3.57 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA PE5_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -12.63333333 NA NA soil metagenome PE6.141700 AGAGAGCAAGTG CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 33.4 0 NA "Manu National Park, Peru" 860 2008 NA 0 NA NA NA 10.12 25 NA NA NA PE6 1 "0.5, g" NA NA targeted gene survey 13.4 NA -71.23333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE6_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru clay lauber_88_soils 0-0.05 NA NA 65 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1600 soil metagenome NA ENVO:Tropical humid forests FLX PE6_V2 NA 4000 4.12 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA PE6_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -12.65 NA NA soil metagenome PE7.141734 AGAGCAAGAGCA CATGCTGCCTCCCGTAGGAGT chris.lauber@gmail.com NA NA ENVO:tropical_soil Soil source NA n 5/28/08 Pyrosequencing-Based Assessment of Soil pH as a Predictor of Soil Bacterial Community Structure at the Continental Scale NA FA6P1OK NA mimarks-survey NA NA NA 63.8 0 NA "Manu National Park, Peru" 440 2008 NA 0 NA NA NA 11.21 25 NA NA NA PE7 1 "0.5, g" NA NA targeted gene survey 16.7 NA -71.23333333 y 0 CCME NA NA NA "Soils harbor enormously diverse bacterial populations, and soil bacterial communities can vary greatly in composition across space. However, our understanding of the specific changes in soil bacterial community structure that occur across larger spatial scales is limited because most previous work has focused on either surveying a relatively small number of soils in detail or analyzing a larger number of soils with techniques that provide little detail about the phylogenetic structure of the bacterial communities. Here we used a bar-coded pyrosequencing technique to characterize bacterial communities in 88 soils from across North and South America, obtaining an average of 1,501 sequences per soil. We found that overall bacterial community composition, as measured by pairwise UniFrac distances, was significantly correlated with differences in soil pH (r = 0.79), largely driven by changes in the relative abundances of Acidobacteria, Actinobacteria, and Bacteroidetes across the range of soil pHs. In addition, soil pH explains a significant portion of the variability associated with observed changes in the phylogenetic structure within each dominant lineage. The overall phylogenetic diversity of the bacterial communities was also correlated with soil pH (R2 = 0.50), with peak diversity in soils with near-neutral pHs. Together, these results suggest that the structure of soil bacterial communities is predictable, to some degree, across larger spatial scales, and the effect of soil pH on bacterial community composition is evident at even relatively coarse levels of taxonomic resolution." ENVO:tropical soil TCAG Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale PE7_V2 0 bacterial biogeography FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19502440 NA NA NA Chris Lauber CCME GAZ:Peru silty clay lauber_88_soils 0-0.05 NA NA 88 NA n NA NA Lauber_88_soils pyrosequencing NA NA -1600 soil metagenome NA ENVO:Tropical humid forests FLX PE7_V2 NA 4000 5.51 NA Lauber88Soils Pyrosequencing_based_assessment_of_soil_pH_as_a_predictor_of_soil_bacterial_community_structure_at_the_continental_scale 410658 CCME oxisol NA NA 103 19502440 lauber_88_soils NA y NA PE7_V2 ENVO:soil 16S rRNA NA NA V2 CCME V2 NA NA Engencore NA -12.65 NA NA soil metagenome B1.489537 GGACGTCACAGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Bathroom NA NA NA n 12/13/10 restroom surface metagenome NA GSQCOUB NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov NA 0 NA NA NA NA NA NA NA NA NA NA "1,filter" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:water 16S rRNA Ekeley NA V2 CCME NA Water NA NA NA 40.01499 NA NA Bathroom B2.489526 GTACTCTAGACT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Bathroom NA NA NA n 12/13/10 restroom surface metagenome NA GSQCOUB NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov NA 0 NA NA NA NA NA NA NA NA NA NA "1,filter" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:water 16S rRNA Ekeley NA V2 CCME NA Water NA NA NA 40.01499 NA NA Bathroom B3.489528 GTATGTTGCTCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Bathroom NA NA NA n 12/13/10 restroom surface metagenome NA GSQCOUB NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov NA 0 NA NA NA NA NA NA NA NA NA NA "1,filter" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:water 16S rRNA Ekeley NA V2 CCME NA Water NA NA NA 40.01499 NA NA Bathroom B5.489455 GTGTACCTATCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Bathroom NA NA NA n 12/13/10 restroom surface metagenome NA GSQCOUB NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov NA 0 NA NA NA NA NA NA NA NA NA NA "1,filter" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:water 16S rRNA Porter NA V2 CCME NA Water NA NA NA 40.01499 NA NA Bathroom B6.489449 TACACACATGGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Bathroom NA NA NA n 12/13/10 restroom surface metagenome NA GSQCOUB NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov NA 0 NA NA NA NA NA NA NA NA NA NA "1,filter" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:water 16S rRNA Porter NA V2 CCME NA Water NA NA NA 40.01499 NA NA Bathroom EKAF1.489470 GACACTCGAATC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom EKAM1.489459 CTGTTCGTAGAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom EKBF1.489501 GAGAATACGTGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom EKCF1.489542 GATCGCAGGTGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom EKCM1.489478 GAGTATGCAGCC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom PTAF1.489471 GCAGTTCATATC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom PTCF1.489467 ATAGGCGATCTC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom PTCM1.489536 AGTTAGTGCGTC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_into_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door in NA NA NA 40.01499 NA NA Door handle area into restroom EKAF2.489569 GACAGCGTTGAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom EKBF2.489510 GAGACAGCTTGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom EKBM2.489466 GACGTTGCACAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom EKCF2.489571 GATCGTCCAGAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom EKCM2.489495 GAGTCTGAGTCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTAF2.489522 GCATAGTAGCCG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTAM2.489554 GCACATCGAGCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTBF2.489545 GCTCAGTGCAGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTBM2.489516 GCGATATATCGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTCF2.489540 ATATCGCTACTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom PTCM2.489469 AGTTCAGACGCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_handle_area_out_of_restroom NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Door out NA NA NA 40.01499 NA NA Door handle area out of restroom EKAF3.489546 GACAGGAGATAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall EKBM3.489450 GACTAACGTCAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall PTAM3.489461 GCACGACAACAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall PTBM3.489559 GCGGATGTGACT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall PTCF3.489529 ATATGCCAGTGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall PTCM3.489508 AGTTCTACGTCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_into_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall in NA NA NA 40.01499 NA NA Door lock area into stall EKAF4.489521 GACAGTTACTGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKAM4.489564 CTTGTGTCGATA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKBF4.489491 GAGAGCTCTACG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKBM4.489515 GACTAGACCAGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKCF4.489498 GATCTCATAGGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKCM4.489509 GAGTGGTAGAGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall PTAM4.489517 GCACTCGTTAGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall PTBM4.489490 GCGTACAACTGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall PTCF4.489538 ATCACGTAGCGG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall PTCM4.489484 ATAATCTCGTCG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Door_lock_area_out_of_stall NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Stall out NA NA NA 40.01499 NA NA Door lock area out of stall EKAF8.489558 GACGAGTCAGTC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKAM8.489462 GAAGCTACTGTC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKBF8.489493 GAGCTGGCTGAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKBM8.489473 GACTGCATCTTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKCF8.489457 GATGTCGTGTCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKCM8.489573 GATATGCGGCTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles PTAF8.489480 GCCAGAGTCGTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles PTAM8.489453 GCAGGATAGATA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles PTBM8.489497 GCTAGATGCCAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles PTCF8.489486 ATCCTCAGTAGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles PTCM8.489465 ATACTATTGCGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Faucet_handles NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Faucet handles NA NA NA 40.01499 NA NA Faucet handles EKAF10.489503 GACGCAGTAGCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKAM10.489518 GAATGATGAGTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKBF10.489552 GAGTAGCTCGTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKBM10.489477 GACTTCAGTGTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKCF10.489541 GATTAGCACTCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKCM10.489502 GATCCGACACTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTAF10.489458 GCGACTTGTGTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTAM10.489487 GCAGTATCACTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTBF10.489566 AGTGTTCGATCG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTBM10.489535 GCTATCACGAGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTCF10.489534 ATCGCGGACGAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door PTCM10.489512 ATAGCTCCATAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_between_sink_and_door NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Sink floor NA NA NA 40.01499 NA NA Floor between sink and door EKAF7.489567 GACCGAGCTATG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKAM7.489572 GAAGAGTGATCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKBF7.489524 GAGCATTCTCTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKBM7.489474 GACTGATCATCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKCF7.489557 GATGCATGACGC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKCM7.489464 GATAGTGCCACT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTAF7.489568 GCCACTGATAGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTAM7.489553 GCAGCCGAGTAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTBF7.489532 AGTGCGATGCGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTBM7.489547 GCTAAGAGAGTA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTCF7.489531 ATCCGATCACAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet PTCM7.489468 ATACGTCTTCGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Floor_in_front_of_toilet NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet Floor NA NA NA 40.01499 NA NA Floor in front of toilet EKAF9.489500 GACGATATCGCG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser EKBF9.489520 GAGGCTCATCAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser EKBM9.489548 GACTGTCATGCA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser EKCF9.489499 GATGTGAGCGCT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTAF9.489513 GCCTATACTACA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTAM9.489543 GCAGGCAGTACT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTBF9.489570 AGTGTCACGGTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTBM9.489505 GCTAGTCTGAAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTCF9.489454 ATCGATCTGTGG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser PTCM9.489527 ATACTCACTCAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Soap_dispenser NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Soap dispenser NA NA NA 40.01499 NA NA Soap dispenser EKAF6.489460 GACCACTACGAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle EKAM6.489544 GAACTGTATCTC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle EKBM6.489504 GACTCGAATCGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle EKCF6.489456 GATGATCGCCGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle EKCM6.489475 GATAGCTGTCTT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle PTAF6.489492 GCATTGCGTGAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle PTAM6.489451 GCAGCACGTTGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle PTBM6.489476 GCGTTACACACA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle PTCF6.489533 ATCAGGCGTGTG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle PTCM6.489574 ATACAGAGCTCC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_flush_handle NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet flush handle NA NA NA 40.01499 NA NA Toilet flush handle EKAF5.489565 GACATCGGCTAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat EKAM5.489530 GAACATGATGAG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat EKBF5.489551 GAGATGCCGACT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat EKBM5.489472 GACTCACTCAAT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat EKCF5.489488 GATCTTCAGTAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat EKCM5.489561 GATACGTCCTGA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Ekeley NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat PTAF5.489560 GCATGTGCATGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat PTAM5.489496 GCACTGAGACGT YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" A NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 1 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat PTBF5.489479 GCTGCTGCAATA YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" B NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 2 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat PTCF5.489507 ATCACTAGTCAC YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Female 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat PTCM5.489525 ATACACGTGGCG YATGCTGCCTCCCGTAGGAGT jesse.stombaugh@colorado.edu NA restroom surface Toilet_seat NA NA NA n 12/13/10 restroom surface metagenome NA GFL0IUQ NA mimarks-survey NA NA NA NA 0 NA NA 1624.1 10-Nov Male 0 NA NA NA NA NA NA NA NA NA NA "1,swab" C NA Microbial biogeography of public restroom surfaces NA NA -105.27055 y NA CCME NA NA NA "We spend the majority of our lives indoors where we are constantly exposed to bacteria residing on surfaces. However, the diversity of these surface-associated communities is largely unknown. We explored the biogeographical patterns exhibited by bacteria across ten surfaces within each of twelve public restrooms. Using high-throughput barcoded pyrosequencing of the 16S rRNA gene, we identified 19 bacterial phyla across all surfaces. Most sequences belonged to four phyla: Actinobacteria, Bacteriodetes, Firmicutes and Proteobacteria. The communities clustered into three general categories: those found on surfaces associated with toilets, those on the restroom floor, and those found on surfaces routinely touched with hands. On toilet surfaces, gut-associated taxa were more prevalent, suggesting fecal contamination of these surfaces. Floor surfaces were the most diverse of all communities and contained several taxa commonly found in soils. Skin-associated bacteria, especially the Propionibacteriaceae, dominated surfaces routinely touched with our hands. Certain taxa were more common in female than in male restrooms as vagina-associated Lactobacillaceae were widely distributed in female restrooms, likely from urine contamination. Use of the SourceTracker algorithm confirmed many of our taxonomic observations as human skin was the primary source of bacteria on restroom surfaces. Overall, these results demonstrate that restroom surfaces host relatively diverse microbial communities dominated by human-associated bacteria with clear linkages between communities on or in different body sites and those communities found on restroom surfaces. More generally, this work is relevant to the public health field as we show that human associated microbes are commonly found on restroom surfaces suggesting that bacterial pathogens could readily be transmitted between individuals by the touching of surfaces. Furthermore, we demonstrate that we can use high-throughput analyses of bacterial communities to determine sources of bacteria on indoor surfaces, an approach which could be used to track pathogen transmission and test the efficacy of hygiene practices." ENVO:building TCAG Microbial biogeography of public restroom surfaces NA 0 "Ten surfaces (door handles into and out of the restroom, handles into and out of a restroom stall, faucet handles, soap dispenser, toilet seat, toilet flush handle, floor around the toilet and floor around the sink) in six male and six female restrooms evenly distributed across two buildings on the University of Colorado at Boulder campus were sampled on a single day in November 2010. Surfaces where sampled using sterile, cotton-tipped swabs as described previously?[14],?[15]. As the 12 restrooms were nearly identical in design, we were able to swab the same area at each location between restrooms. In order to characterize tap water communities as a potential source of bacteria, 1 L of faucet water from six of the restrooms (each building having the same water source for each restroom sampled) was collected and filtered through 0.2 ?m bottle top filters (Nalgene, Rochester, NY, USA)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 22132229 NA NA NA Gilberto Flores CCME GAZ:United States of America NA NA 0 NA NA NA NA n NA Noah Fierer Flores_restroom_surface_biogeography pyrosequencing NA NA NA restroom surface metagenome 3 ENVO:city Titanium NA NA NA NA NA flores_restroom_surface_biogeography restroom surface biogeography 256318 CCME NA NA NA 1335 "Genomic DNA was extracted from the swabs and filters using the MO BIO PowerSoil DNA isolation kit following the manufacturer's protocol with the modifications of Fierer?et al.?[14]. A portion of the 16 S rRNA gene spanning the V1_V2 regions was amplified using the primer set (27 F/338R), PCR mixture conditions and thermal cycling conditions described in Fierer?et al.?[15]. PCR amplicons of triplicate reactions for each sample were pooled at approximately equal amounts and pyrosequenced at 454 Life Sciences (Branford, CT, USA) on their GS Junior system. A total of 337,333 high-quality partial 16 S rRNA gene sequences were obtained from 101 of the 120 surface samples collected, averaging approximately 3,340 sequences per sample (ranging from 513_6,771) (Table S1) in 4 GS Junior runs, with the best run containing 116,004 high-quality reads. An additional 16,416 sequences (ranging from 2161_5084 per sample) were generated for five of the six water samples collected for source tracking analysis. Each sample was amplified with a unique barcode to enable multiplexing in the GS Junior runs. The barcoded sequencing reads can be separated by data analysis software providing high confidence in assigning sequencing read to each sample. Sequence data generated as part of this study is available upon request by contacting the corresponding author." NA NA y NA NA ENVO:surface 16S rRNA Porter NA V2 CCME NA Toilet seat NA NA NA 40.01499 NA NA Toilet seat