Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA.
Department of Animal and Poultry Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA.
Plant Genome. 2020 Mar;13(1):e20011. doi: 10.1002/tpg2.20011. Epub 2020 Apr 11.
Genome-wide association mapping identifies quantitative trait loci (QTL) that influence the mean differences between the marker genotypes for a given trait. While most loci influence the mean value of a trait, certain loci, known as variance heterogeneity QTL (vQTL) determine the variability of the trait instead of the mean trait value (mQTL). In the present study, we performed a variance heterogeneity genome-wide association study (vGWAS) for grain cadmium (Cd) concentration in bread wheat. We used double generalized linear model and hierarchical generalized linear model to identify vQTL associated with grain Cd. We identified novel vQTL regions on chromosomes 2A and 2B that contribute to the Cd variation and loci that affect both mean and variance heterogeneity (mvQTL) on chromosome 5A. In addition, our results demonstrated the presence of epistatic interactions between vQTL and mvQTL, which could explain variance heterogeneity. Overall, we provide novel insights into the genetic architecture of grain Cd concentration and report the first application of vGWAS in wheat. Moreover, our findings indicated that epistasis is an important mechanism underlying natural variation for grain Cd concentration.
全基因组关联作图鉴定了影响给定性状标记基因型之间均值差异的数量性状位点(QTL)。虽然大多数位点影响性状的平均值,但某些位点,称为方差异质性 QTL(vQTL),决定了性状的可变性,而不是性状的平均值(mQTL)。在本研究中,我们对面包小麦籽粒镉(Cd)浓度进行了方差异质性全基因组关联研究(vGWAS)。我们使用双广义线性模型和层次广义线性模型来鉴定与籽粒 Cd 相关的 vQTL。我们在 2A 和 2B 染色体上鉴定到了新的 vQTL 区域,这些区域对 Cd 的变异有贡献,而在 5A 染色体上则有影响均值和方差异质性的位点(mvQTL)。此外,我们的结果表明 vQTL 和 mvQTL 之间存在上位性相互作用,这可以解释方差异质性。总的来说,我们提供了对籽粒 Cd 浓度遗传结构的新见解,并报告了 vGWAS 在小麦中的首次应用。此外,我们的研究结果表明,上位性是籽粒 Cd 浓度自然变异的一个重要机制。