AUTHOR=Zhao Qingsong , Shi Xiaolei , Yan Long , Yang Chunyan , Liu Cong , Feng Yan , Zhang Mengchen , Yang Yongqing , Liao Hong TITLE=Characterization of the Common Genetic Basis Underlying Seed Hilum Size, Yield, and Quality Traits in Soybean JOURNAL=Frontiers in Plant Science VOLUME=Volume 12 - 2021 YEAR=2021 URL=https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2021.610214 DOI=10.3389/fpls.2021.610214 ISSN=1664-462X ABSTRACT=Developing high yielding cultivars with outstanding quality traits are perpetual objectives throughout crop breeding operations. Confoundingly, both of these breeding objectives typically involve working with complex quantitative traits that can be affected by genetic and environmental factors. Establishing correlations of these complex traits with more easily identifiable and highly heritable traits can simplify breeding processes. In this study, two parental soybean genotypes contrasting in seed hilum size, yield and seed quality, as well as, 175 F9 RILs derived from these parents, were grown in three years. The h2b of four hilum size, two quality and two yield traits ranged from 0.72 to 0.87. The four observed hilum size traits exhibited significant correlation (P-values < 0.05) with most of seed yield and quality traits, as indicated by correlation coefficients varying from -0.35 to 0.42. Interestingly, Among 53 significant QTLs with LOD values ranging from 2.51 to 6.69 and accounting for 6.40~16.10% of genetic variation, three loci encoding hilum size, qSH6.2, qSH8 and qSH10, co-located with QTLs for seed yield and quality traits, demonstrating that genes impacting seed hilum size co-localize in part with genes acting on soybean yield and quality. As a result of the breeding efforts and field observations described in this work, it is reasonable to conclude that optimizing hilum size through selection focused on a few QTLs may be useful for breeding new high yielding soybean varieties with favorable quality characteristics.