Abstract
Glycomic analysis is the comprehensive determination of glycan (oligosaccharide) structures with quantitative information in a biological sample. Rapid-throughput glycomics is complicated due to the lack of a template, which has greatly facilitated analysis in the field of proteomics. Furthermore, the large similarities in structures make fragmentation spectra (as obtained in electron impact ionization and tandem mass spectrometry) less definitive for identification as it has been in metabolomics. In this study, we develop a concept of rapid-throughput glycomics on human milk oligosaccharides, which have proven to be an important bioactive component of breast milk, providing the infant with protection against pathogenic infection and supporting the establishment of a healthy microbiota. To better understand the relationship between diverse oligosaccharides structures and their biological function as anti-pathogenic and prebiotic compounds, large human studies are needed, which necessitate rapid- to high-throughput analytical platforms. Herein, a complete glycomics methodology is presented, evaluating the most effective human milk oligosaccharide (HMO) extraction protocols, the linearity and reproducibility of the nano-liquid chromatography chip time-of-flight mass spectrometry (nano-LC chip-TOF MS) method, and the efficacy of newly developed, in-house software for chromatographic peak alignment that allows for rapid data analysis. High instrument stability and retention time reproducibility, together with the successful automated alignment of hundreds of features in hundreds of milk samples, allow for the use of an HMO library for rapid assignment of fully annotated structures.
Similar content being viewed by others
References
Bode L (2012) Human milk oligosaccharides: every baby needs a sugar mama. Glycobiology 22(9):1147–1162. doi:10.1093/glycob/cws074
Bode L, Kuhn L, Kim H-Y, Hsiao L, Nissan C, Sinkala M, Kankasa C, Mwiya M, Thea DM, Aldrovandi GM (2012) Human milk oligosaccharide concentration and risk of postnatal transmission of HIV through breastfeeding. Am J Clin Nutr 96(4):831–839. doi:10.3945/ajcn.112.039503
Kunz C, Rudloff S, Baier W, Klein N, Strobel S (2000) Oligosaccharides in human milk: structural, functional, and metabolic aspects. Annu Rev Nutr 20(1):699–722. doi:10.1146/annurev.nutr.20.1.699
Morrow AL, Ruiz-Palacios GM, Jiang X, Newburg DS (2005) Human-milk glycans that inhibit pathogen binding protect breast-feeding infants against infectious diarrhea. J Nutr 135(5):1304–1307
Newburg DS, Ruiz-Palacios GM, Morrow AL (2005) Human milk glycans protect infants against enteric pathogens. Annu Rev Nutr 25(1):37–58. doi:10.1146/annurev.nutr.25.050304.092553
Hua S, Lebrilla C, An HJ (2011) Application of nano-LC-based glycomics towards biomarker discovery. Bioanalysis 3(22):2573–2585. doi:10.4155/bio.11.263
Costello CE, Contado-Miller JM, Cipollo JF (2007) A glycomics platform for the analysis of permethylated oligosaccharide alditols. J Am Soc Mass Spectrom 18(10):1799–1812. doi:10.1016/j.jasms.2007.07.016
Erney RM, Malone WT, Skelding MB, Marcon AA, Kleman-Leyer KM, O’Ryan ML, Ruiz-Palacios G, Hilty MD, Pickering LK, Prieto PA (2000) Variability of human milk neutral oligosaccharides in a diverse population. J Pediatr Gastroenterol Nutr 30(2):181–192
Leo F, Asakuma S, Nakamura T, Fukuda K, Senda A, Urashima T (2009) Improved determination of milk oligosaccharides using a single derivatization with anthranilic acid and separation by reversed-phase high-performance liquid chromatography. J Chromatogr A 1216(9):1520–1523. doi:10.1016/j.chroma.2009.01.015
Thurl S, Henker J, Siegel M, Tovar K, Sawatzki G (1997) Detection of four human milk groups with respect to Lewis blood group dependent oligosaccharides. Glycoconj J 14(7):795–799. doi:10.1023/A:1018529703106
De Leoz M, Wu S, Strum J, Niñonuevo M, Gaerlan S, Mirmiran M, German JB, Mills D, Lebrilla C, Underwood M (2013) A quantitative and comprehensive method to analyze human milk oligosaccharide structures in the urine and feces of infants. Anal Bioanal Chem 405(12):4089–4105. doi:10.1007/s00216-013-6817-1
Ninonuevo MR, Park Y, Yin H, Zhang J, Ward RE, Clowers BH, German JB, Freeman SL, Killeen K, Grimm R, Lebrilla CB (2006) A strategy for annotating the human milk glycome. J Agric Food Chem 54(20):7471–7480. doi:10.1021/jf0615810
Strum JS, Kim J, Wu S, De Leoz MLA, Peacock K, Grimm R, German JB, Mills DA, Lebrilla CB (2012) Identification and accurate quantitation of biological oligosaccharide mixtures. Anal Chem 84(18):7793–7801. doi:10.1021/ac301128s
Wu S, Grimm R, German JB, Lebrilla CB (2010) Annotation and structural analysis of sialylated human milk oligosaccharides. J Proteome Res 10(2):856–868. doi:10.1021/pr101006u
Bao Y, Chen C, Newburg DS (2013) Quantification of neutral human milk oligosaccharides by graphitic carbon high-performance liquid chromatography with tandem mass spectrometry. Anal Biochem 433(1):28–35. doi:10.1016/j.ab.2012.10.003
Kottler R, Mank M, Hennig R, Müller-Werner B, Stahl B, Reichl U, Rapp E (2013) Development of a high-throughput glycoanalysis method for the characterization of oligosaccharides in human milk utilizing multiplexed capillary gel electrophoresis with laser-induced fluorescence detection. Electrophoresis 34(16):2323–2336. doi:10.1002/elps.201300016
Blank D, Gebhardt S, Maass K, Lochnit G, Dotz V, Blank J, Geyer R, Kunz C (2011) High-throughput mass finger printing and Lewis blood group assignment of human milk oligosaccharides. Anal Bioanal Chem 401(8):2495–2510. doi:10.1007/s00216-011-5349-9
Wu S, Tao N, German JB, Grimm R, Lebrilla CB (2010) Development of an annotated library of neutral human milk oligosaccharides. J Proteome Res 9(8):4138–4151. doi:10.1021/pr100362f
Aldredge D, An HJ, Tang N, Waddell K, Lebrilla CB (2012) Annotation of a serum N-glycan library for rapid identification of structures. J Proteome Res 11(3):1958–1968. doi:10.1021/pr2011439
Hua S, An HJ, Ozcan S, Ro GS, Soares S, DeVere-White R, Lebrilla CB (2011) Comprehensive native glycan profiling with isomer separation and quantitation for the discovery of cancer biomarkers. Analyst 136(18):3663–3671. doi:10.1039/C1AN15093F
Jones E, Oliphant T, Peterson P (2001) Scipy: open source scientific tools for Python. http://www.scipy.org. Accessed 07 Jan 2014
Hunter JD (2007) Matplotlib: a 2D graphics environment. Comput Sci Eng 9(3):90–95
Smith CA, Want EJ, O’Maille G, Abagyan R, Siuzdak G (2006) XCMS: processing mass spectrometry data for metabolite profiling using nonlinear peak alignment, matching, and identification. Anal Chem 78(3):779–787. doi:10.1021/ac051437y
Ruhaak LR, Taylor S, Miyamoto S, Kelly K, Leiserowitz G, Gandara D, Lebrilla C, Kim K (2013) Chip-based nLC-TOF-MS is a highly stable technology for large-scale high-throughput analyses. Anal Bioanal Chem 405(14):4953–4958. doi:10.1007/s00216-013-6908-z
Tao N, Wu S, Kim J, An HJ, Hinde K, Power ML, Gagneux P, German JB, Lebrilla CB (2011) Evolutionary glycomics: characterization of milk oligosaccharides in primates. J Proteome Res 10(4):1548–1557. doi:10.1021/pr1009367
Totten SM, Zivkovic AM, Wu S, Ngyuen U, Freeman SL, Ruhaak LR, Darboe MK, German JB, Prentice AM, Lebrilla CB (2012) Comprehensive profiles of human milk oligosaccharides yield highly sensitive and specific markers for determining secretor status in lactating mothers. J Proteome Res 11(12):6124–6133. doi:10.1021/pr300769g
Acknowledgments
The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Research reported in this publication was supported by the National Institute of Child Health and Human Development, National Institute of General Medicine, and National Center of Complementary and Alternative Medicine of the National Institutes of Health under award numbers R01HD061923, R01GM049077, R01 AT007079, and 1U24DK097154.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
ESM 1
(PDF 138 kb)
Rights and permissions
About this article
Cite this article
Totten, S.M., Wu, L.D., Parker, E.A. et al. Rapid-throughput glycomics applied to human milk oligosaccharide profiling for large human studies. Anal Bioanal Chem 406, 7925–7935 (2014). https://doi.org/10.1007/s00216-014-8261-2
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00216-014-8261-2