Department of Evolution and Ecology, University of California, Davis, CA 95616, USA.
Center for Population Biology, University of California, Davis, CA 95616, USA.
G3 (Bethesda). 2022 Mar 4;12(3). doi: 10.1093/g3journal/jkac013.
Genotype-by-environment interactions are a significant challenge for crop breeding as well as being important for understanding the genetic basis of environmental adaptation. In this study, we analyzed genotype-by-environment interactions in a maize multiparent advanced generation intercross population grown across 5 environments. We found that genotype-by-environment interactions contributed as much as genotypic effects to the variation in some agronomically important traits. To understand how genetic correlations between traits change across environments, we estimated the genetic variance-covariance matrix in each environment. Changes in genetic covariances between traits across environments were common, even among traits that show low genotype-by-environment variance. We also performed a genome-wide association study to identify markers associated with genotype-by-environment interactions but found only a small number of significantly associated markers, possibly due to the highly polygenic nature of genotype-by-environment interactions in this population.
基因型-环境互作是作物育种的重大挑战,同时也是理解环境适应遗传基础的关键。本研究分析了在 5 个环境下种植的玉米多亲本高级世代互交群体中的基因型-环境互作。我们发现,基因型-环境互作对一些重要农艺性状的变异的贡献与基因型效应相当。为了了解性状间的遗传相关如何随环境变化,我们在每个环境中估计了遗传方差-协方差矩阵。即使在表现出低基因型-环境方差的性状之间,性状间的遗传协方差在环境间的变化也很常见。我们还进行了全基因组关联研究,以鉴定与基因型-环境互作相关的标记,但只发现了少量显著关联的标记,这可能是由于该群体中基因型-环境互作具有高度多基因性质。