Genetics of Fe, Zn, β-carotene, GPC and yield traits in bread wheat (Triticum aestivum L.) using multi-locus and multi-traits GWAS

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作者
Jitendra Kumar
Gautam Saripalli
Vijay Gahlaut
Neha Goel
Prabina Kumar Meher
Kaushlesh Kumar Mishra
Prafulla Chandra Mishra
Deepmala Sehgal
Prashant Vikram
Carolina Sansaloni
Sukhwinder Singh
Pradeep Kumar Sharma
Pushpendra Kumar Gupta
机构
[1] Ch. Charan Singh University,Department of Genetics and Plant Breeding
[2] ICAR-Indian Agricultural Statistics Research Institute,Centre for Agricultural Bioinformatics
[3] Jawaharlal Nehru Krishi Vishwa Vidylaya,Zonal Agricultural Research Station, Powarkheda
[4] International Maize and Wheat Improvement Center (CIMMYT),undefined
来源
Euphytica | 2018年 / 214卷
关键词
Bread wheat (; L.); GWAS; SLST; MLMM; MTMM; mvLMM;
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摘要
The present study was conducted to study the genetic architecture of grain micronutrients (Zn, Fe and β-carotene contents), grain protein content and four yield traits in a spring wheat reference set comprising 246 genotypes. Phenotypic data on these traits recorded at two locations and the genotyping data for 17,937 SNP markers (obtained through outsourcing) were used for genome wide association study, which gave following results after Bonferroni correction using four methods: (1) single locus single trait analysis gave 136 marker-trait associations; (2) multi-locus mixed model gave 587 MTAs; (3) multi-trait mixed model gave 28 MTAs and (4) matrix-variate linear mixed model gave 33 MTAs. As many as 73 epistatic interactions were also detected. Keeping all the results in mind, nine most important MTAs were selected for biofortification. These markers were associated with three traits (GPC, GFeC and GYPP). These MTAs can be used in wheat improvement programs either using marker-assisted recurrent selection or pseudo-backcrossing method.
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