School of Biological Science and Technology, University of Jinan, Jinan, 250022, China.
Key Laboratory of Crop Genomics and Genetic Improvement, National Maize Improvement Center of China, China Agricultural University, Beijing, 100083, China.
Plant J. 2020 Aug;103(3):1089-1102. doi: 10.1111/tpj.14786. Epub 2020 Jun 21.
Traditional genetic studies focus on identifying genetic variants associated with the mean difference in a quantitative trait. Because genetic variants also influence phenotypic variation via heterogeneity, we conducted a variance-heterogeneity genome-wide association study to examine the contribution of variance heterogeneity to oil-related quantitative traits. We identified 79 unique variance-controlling single nucleotide polymorphisms (vSNPs) from the sequences of 77 candidate variance-heterogeneity genes for 21 oil-related traits using the Levene test (P < 1.0 × 10 ). About 30% of the candidate genes encode enzymes that work in lipid metabolic pathways, most of which define clear expression variance quantitative trait loci. Of the vSNPs specifically associated with the genetic variance heterogeneity of oil concentration, 89% can be explained by additional linked mean-effects genetic variants. Furthermore, we demonstrated that gene × gene interactions play important roles in the formation of variance heterogeneity for fatty acid compositional traits. The interaction pattern was validated for one gene pair (GRMZM2G035341 and GRMZM2G152328) using yeast two-hybrid and bimolecular fluorescent complementation analyses. Our findings have implications for uncovering the genetic basis of hidden additive genetic effects and epistatic interaction effects, and we indicate opportunities to stabilize efficient breeding and selection of high-oil maize (Zea mays L.).
传统的遗传研究侧重于识别与定量性状均值差异相关的遗传变异。由于遗传变异也通过异质性影响表型变异,我们进行了方差-异质性全基因组关联研究,以检验方差异质性对油相关定量性状的贡献。我们使用 Levene 检验从 77 个候选方差异质性基因的序列中鉴定出了 79 个独特的控制方差的单核苷酸多态性(vSNP),这些基因与 21 个油相关性状有关(P < 1.0 × 10)。大约 30%的候选基因编码在脂质代谢途径中起作用的酶,其中大多数定义了明确的表达方差数量性状位点。在与油浓度遗传方差异质性特别相关的 vSNP 中,89%可以用额外的相关平均效应遗传变异来解释。此外,我们证明了基因-基因相互作用在脂肪酸组成性状的方差异质性形成中起着重要作用。使用酵母双杂交和双分子荧光互补分析对一对基因(GRMZM2G035341 和 GRMZM2G152328)的互作模式进行了验证。我们的研究结果对揭示隐藏的加性遗传效应和上位性互作效应的遗传基础具有重要意义,并指出了稳定高效的高油玉米(Zea mays L.)选育和选择的机会。