Abstract
Key message
Using GWAS, 13 significant SNPs distributed on six of the seven Aegilops tauschii chromosomes (all but 5D) were identified, and several candidate P-deficiency-responsive genes were proposed from searches of public databases.
Abstract
Aegilops tauschii, the wheat (Triticum aestivum) D-genome progenitor, possesses numerous genes for stress resistance, including genes for tolerance of phosphorus (P) deficiency. Investigation of the genetic architecture of A. tauschii will help in developing P-deficiency-tolerant varieties of wheat. We evaluated nine traits in a population of 380 A. tauschii specimens under conditions with and without P application, and we performed genome-wide association studies for these traits using single nucleotide polymorphism (SNP) chips containing 7185 markers. Using a general linear model, we identified 119 SNPs that were significantly associated with all nine traits, and a mixed linear model revealed 18 SNPs associated with all traits. Both models detected 13 significant markers distributed on six of the seven A. tauschii chromosomes (all but 5D). Searches of public databases revealed several candidate/flanking genes related to P-deficiency tolerance. These genes were grouped in five categories by the types of proteins they encoded: defense response proteins, enzymes, promoters and transcription factors, storage proteins, or proteins triggered by P deficiency. The identified SNPs and genes contain essential information for cloning genes related to P-deficiency tolerance in A. tauschii and wheat, and they provide a foundation for breeding P-deficiency tolerant wheat cultivars.
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Abbreviations
- AM:
-
Association mapping
- AP:
-
Applied phosphorus
- BLAST:
-
Basic local alignment search tool
- CV:
-
Coefficient of variation
- DH:
-
Double haploid
- DNA:
-
Deoxyribose nucleic acid
- GLM:
-
General linear model
- GWAS:
-
Genome wide association study
- IWGSC:
-
International Wheat Genome Sequencing Consortium
- LD:
-
Linkage disequilibrium
- MAF:
-
Minor allele frequency
- MCMC:
-
Markov Chain Monte Carlo
- MLM:
-
Mixed linear model
- MTAs:
-
Marker trait associations
- NAP:
-
No-applied phosphorus
- NCBI:
-
National Center for Biotechnology Information
- P:
-
Phosphorus
- PDTI:
-
Phosphorus deficiency tolerance index
- PTs:
-
Phosphate transporters
- QTL:
-
Quantitative trait loci R/S, root to shoot ratio
- RDM:
-
Root diameter
- RDW:
-
Root dry weight
- RF:
-
Root forks
- RIL:
-
Recombinant inbred line
- RL:
-
Root length
- RSA:
-
Root surface area
- RT:
-
Root tips
- SDW:
-
Shoot dry weight
- SNP:
-
Single nucleotide polymorphism
- TDW:
-
Total dry weight
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Acknowledgments
We thank Assad Siham (ICARDA, Syria), Jon W. Raupp (Kansas State University, USA), Shuhei Nasuda (Komugi, Japan) and Harold Bockelman (USDA, USA) for plant materials. This work was supported by the International Science and Technology Cooperation Program of China (No. 2015DFA30600), the National Basic Research Program of China (2014CB147200), and the National Natural Science Foundation of China (31301317, 31171555).
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Communicated by M. J. Sillanpaa.
Y. Liu and L. Wang contributed equally to this work.
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Liu, Y., Wang, L., Deng, M. et al. Genome-wide association study of phosphorus-deficiency-tolerance traits in Aegilops tauschii . Theor Appl Genet 128, 2203–2212 (2015). https://doi.org/10.1007/s00122-015-2578-x
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DOI: https://doi.org/10.1007/s00122-015-2578-x