Ahmed Hafiz Ghulam Muhu-Din, Zeng Yawen, Khan Muhammad Ahsan, Rashid Muhammad Abdul Rehman, Ameen Muhammad, Akrem Ahmed, Saeed Amjad
Department of Plant Breeding and Genetics, Faculty of Agriculture and Environment, The Islamia University of Bahawalpur, Bahawalpur, Pakistan.
Biotechnology and Germplasm Resources Institute, Yunnan Academy of Agricultural Sciences, Kunming, China.
Front Genet. 2023 Jan 17;13:1008024. doi: 10.3389/fgene.2022.1008024. eCollection 2022.
Depleting water resources and increasing global temperature due to climate change are major challenges to agriculture and food security worldwide. Deciphering the underlying mechanisms of traits contributing to grain development and yield is essential for the development of climate-resilient cultivars. Therefore, this study assessed 105 bread wheat genotypes grown under control, drought, and heat-stress conditions for two crop seasons and performed a genome-wide association study (GWAS) using a 90k SNP array. The genotypes showed significant trait differences under all environmental conditions. Highly significant variation was observed, with moderate (50.09%) to high (76.19%) heritability in the studied germplasms. The studied traits were all also significantly positively correlated. A total of 541 significant associations ( 10) between marker and trait (MTAs) were observed after crossing the FDR <0.05 threshold for all traits. Among these, 195, 179, and 167 significant MTAs were detected under control, drought, and heat-stress conditions, respectively. Under the control and drought conditions, pleiotropic loci and were observed on chromosomes 7B and 1B situated at 186.24 cM and 35.47 cM, respectively. Pleiotropic loci , , and were identified on chromosomes 1B, 5B, and 2A, respectively, under control and heat stress conditions. A stable and consistent locus () on chromosome 7A, located at 372.34 cM, was also linked to grain morphology and yield-related attributes in control, drought, and heat-stress conditions. The results of the current study confirmed several previously reported MTAs for the traits under consideration and identified new MTAs under harsh climatic conditions. These SNPs will aid in the discovery of novel genes in wheat. SNPs showing significant associations may be used in marker-assisted selection and allow the development of drought- and heat-tolerant genotypes with high yields to address global food security concerns.
气候变化导致水资源枯竭和全球气温上升,这是全球农业和粮食安全面临的重大挑战。破解影响谷物发育和产量的性状潜在机制,对于培育适应气候变化的品种至关重要。因此,本研究评估了105个面包小麦基因型在两个作物生长季的对照、干旱和热胁迫条件下的表现,并使用90k SNP芯片进行全基因组关联研究(GWAS)。这些基因型在所有环境条件下均表现出显著的性状差异。在所研究的种质资源中观察到高度显著的变异,遗传力从中等(50.09%)到高(76.19%)。所研究的性状之间也均呈显著正相关。在对所有性状设定错误发现率(FDR)<0.05的阈值后,共观察到541个标记与性状之间的显著关联(MTAs)(P < 0.01)。其中,在对照、干旱和热胁迫条件下分别检测到195、179和167个显著的MTAs。在对照和干旱条件下,分别在7B染色体上186.24 cM和1B染色体上35.47 cM处观察到多效性位点 和 。在对照和热胁迫条件下,分别在1B、5B和2A染色体上鉴定出多效性位点 、 和 。位于7A染色体上372.34 cM处的一个稳定且一致的位点( ),在对照、干旱和热胁迫条件下也与谷物形态和产量相关性状有关。本研究结果证实了此前报道的一些与所研究性状相关的MTAs,并在恶劣气候条件下鉴定出了新的MTAs。这些单核苷酸多态性(SNPs)将有助于发现小麦中的新基因。显示出显著关联的SNPs可用于标记辅助选择,并有助于培育高产的耐旱和耐热基因型,以解决全球粮食安全问题。