International Maize and Wheat Improvement Center (CIMMYT), Km. 45, Carretera Méx-Veracruz, El Batán, Texcoco, CP 56237, México.
Sci Rep. 2017 Feb 1;7:41578. doi: 10.1038/srep41578.
The task of identifying genomic regions conferring yield stability is challenging in any crop and requires large experimental data sets in conjunction with complex analytical approaches. We report findings of a first attempt to identify genomic regions with stable expression and their individual epistatic interactions for grain yield and yield stability in a large elite panel of wheat under multiple environments via a genome wide association mapping (GWAM) approach. Seven hundred and twenty lines were genotyped using genotyping-by-sequencing technology and phenotyped for grain yield and phenological traits. High gene diversity (0.250) and a moderate genetic structure (five groups) in the panel provided an excellent base for GWAM. The mixed linear model and multi-locus mixed model analyses identified key genomic regions on chromosomes 2B, 3A, 4A, 5B, 7A and 7B. Further, significant epistatic interactions were observed among loci with and without main effects that contributed to additional variation of up to 10%. Simple stepwise regression provided the most significant main effect and epistatic markers resulting in up to 20% variation for yield stability and up to 17% gain in yield with the best allelic combination.
鉴定赋予产量稳定性的基因组区域的任务在任何作物中都是具有挑战性的,需要大量的实验数据集,并结合复杂的分析方法。我们报告了首次尝试通过全基因组关联图谱(GWAM)方法,在多个环境下,在一个大型小麦精英群体中,鉴定具有稳定表达及其个体上位性互作的基因组区域的结果,这些区域与籽粒产量和产量稳定性有关。利用测序技术对 720 条系进行了基因分型,并对籽粒产量和物候性状进行了表型分析。该群体中高基因多样性(0.250)和适度的遗传结构(五个组)为 GWAM 提供了极好的基础。混合线性模型和多基因座混合模型分析在染色体 2B、3A、4A、5B、7A 和 7B 上鉴定到了关键的基因组区域。此外,在具有和不具有主效的位点之间观察到了显著的上位性互作,这些互作导致了高达 10%的额外变异。简单逐步回归提供了最显著的主效和上位性标记,导致产量稳定性的变异高达 20%,最佳等位基因组合的产量增益高达 17%。