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Genome-Wide Analysis of Grain Yield Stability and Environmental Interactions in a Multiparental Soybean Population

机译:全基因组分析的多亲大豆群体的谷物产量稳定性和环境相互作用

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摘要

Genetic improvement toward optimized and stable agronomic performance of soybean genotypes is desirable for food security. Understanding how genotypes perform in different environmental conditions helps breeders develop sustainable cultivars adapted to target regions. Complex traits of importance are known to be controlled by a large number of genomic regions with small effects whose magnitude and direction are modulated by environmental factors. Knowledge of the constraints and undesirable effects resulting from genotype by environmental interactions is a key objective in improving selection procedures in soybean breeding programs. In this study, the genetic basis of soybean grain yield responsiveness to environmental factors was examined in a large soybean nested association population. For this, a genome-wide association to performance stability estimates generated from a Finlay-Wilkinson analysis and the inclusion of the interaction between marker genotypes and environmental factors was implemented. Genomic footprints were investigated by analysis and meta-analysis using a recently published multiparent model. Results indicated that specific soybean genomic regions were associated with stability, and that multiplicative interactions were present between environments and genetic background. Seven genomic regions in six chromosomes were identified as being associated with genotype-by-environment interactions. This study provides insight into genomic assisted breeding aimed at achieving a more stable agronomic performance of soybean, and documented opportunities to exploit genomic regions that were specifically associated with interactions involving environments and subpopulations.
机译:遗传改良对大豆基因型的优化和稳定的农艺性能是食品安全所需要的。了解基因型在不同环境条件下的表现如何有助于育种者发展适应目标区域的可持续品种。众所周知,重要的复杂性状受大量基因组区域控制,其影响和方向受环境因素影响的影响很小。了解环境相互作用导致的基因型限制和不利影响,这是改进大豆育种计划选择程序的主要目标。在这项研究中,研究了大豆大巢关联种群中大豆籽粒产量对环境因素响应的遗传基础。为此,实现了从Finlay-Wilkinson分析生成的性能稳定度估计值的全基因组关联,并纳入了标记基因型和环境因素之间的相互作用。使用最近发表的多亲本模型通过分析和荟萃分析研究了基因组足迹。结果表明特定的大豆基因组区域与稳定性有关,并且环境和遗传背景之间存在乘法相互作用。确定了六个染色体中的七个基因组区域与基因型-环境相互作用有关。这项研究为旨在实现大豆更稳定的农艺性能的基因组辅助育种提供了见识,并记录了开发与环境和亚种群相互作用特别相关的基因组区域的机会。

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