Department of Crop, Soil, and Environmental Sciences, University of Arkansas, Fayetteville, AR, 72701, USA.
Soybean and Nitrogen Fixation Research Unit, USDA-Agricultural Research Service, Raleigh, NC, 27607, USA.
Sci Rep. 2024 Jul 16;14(1):16452. doi: 10.1038/s41598-024-67035-4.
The recent surge in the plant-based protein market has resulted in high demands for soybean genotypes with improved grain yield, seed protein and oil content, and essential amino acids (EAAs). Given the quantitative nature of these traits, complex interactions among seed components, as well as between seed components and environmental factors and management practices, add complexity to the development of desired genotypes. In this study, the across-environment seed protein stability of 449 genetically diverse plant introductions was assessed, revealing that genotypes may display varying sensitivities to such environmental stimuli. The EAAs valine, phenylalanine, and threonine showed the highest variable importance toward the variation in stability, while both seed protein and oil contents were among the explanatory variables with the lowest importance. In addition, 56 single nucleotide polymorphism (SNP) markers were significantly associated with various seed components. Despite the strong phenotypic Pearson's correlation observed among most seed components, many independent genomic regions associated with one or few seed components were identified. These findings provide insights for improving the seed concentration of specific EAAs and reducing the negative correlation between seed protein and oil contents.
近年来,植物蛋白市场需求旺盛,人们对大豆基因型提出了更高的要求,需要其具有更高的谷物产量、更高的种子蛋白和油含量以及更多的必需氨基酸(EAA)。鉴于这些性状的定量性质,种子成分之间以及种子成分与环境因素和管理实践之间的复杂相互作用增加了理想基因型的开发难度。在这项研究中,对 449 种遗传多样性的植物引种进行了跨环境种子蛋白稳定性评估,结果表明,基因型可能对这种环境刺激表现出不同的敏感性。EAA 中的缬氨酸、苯丙氨酸和苏氨酸对稳定性变化的重要性最高,而种子蛋白和油含量则是重要性最低的解释变量之一。此外,56 个单核苷酸多态性(SNP)标记与各种种子成分显著相关。尽管大多数种子成分之间观察到很强的表型 Pearson 相关性,但仍鉴定到许多与一个或少数种子成分相关的独立基因组区域。这些发现为提高特定 EAA 的种子浓度和降低种子蛋白与油含量之间的负相关提供了思路。