10.3389/fpls.2018.00610.s001 Ya-ying Wang Ya-ying Wang Yu-qiu Li Yu-qiu Li Hong-yan Wu Hong-yan Wu Bo Hu Bo Hu Jia-jia Zheng Jia-jia Zheng Hong Zhai Hong Zhai Shi-xiang Lv Shi-xiang Lv Xin-lei Liu Xin-lei Liu Xin Chen Xin Chen Hong-mei Qiu Hong-mei Qiu Jiayin Yang Jiayin Yang Chun-mei Zong Chun-mei Zong De-zhi Han De-zhi Han Zi-xiang Wen Zi-xiang Wen De-chun Wang De-chun Wang Zheng-jun Xia Zheng-jun Xia Data_Sheet_1_Genotyping of Soybean Cultivars With Medium-Density Array Reveals the Population Structure and QTNs Underlying Maturity and Seed Traits.ZIP Frontiers 2018 soybean GWAS flowering time protein content oil content population structure FarmCPU 2018-05-09 10:48:22 Dataset https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Genotyping_of_Soybean_Cultivars_With_Medium-Density_Array_Reveals_the_Population_Structure_and_QTNs_Underlying_Maturity_and_Seed_Traits_ZIP/6236663 <p>Soybean was domesticated about 5,000 to 6,000 years ago in China. Although genotyping technologies such as genotyping by sequencing (GBS) and high-density array are available, it is convenient and economical to genotype cultivars or populations using medium-density SNP array in genetic study as well as in molecular breeding. In this study, 235 cultivars, collected from China, Japan, USA, Canada and some other countries, were genotyped using SoySNP8k iSelect BeadChip with 7,189 single nucleotide polymorphisms (SNPs). In total, 4,471 polymorphic SNP markers were used to analyze population structure and perform genome-wide association study (GWAS). The most likely K value was 7, indicating this population can be divided into 7 subpopulations, which is well in accordance with the geographic origins of cultivars or accession studied. The LD decay rate was estimated at 184 kb, where r<sup>2</sup> dropped to half of its maximum value (0.205). GWAS using FarmCPU detected a stable quantitative trait nucleotide (QTN) for hilum color and seed color, which is consistent with the known loci or genes. Although no universal QTNs for flowering time and maturity were identified across all environments, a total of 30 consistent QTNs were detected for flowering time (R1) or maturity (R7 and R8) on 16 chromosomes, most of them were corresponding to known E1 to E4 genes or QTL region reported in SoyBase (soybase.org). Of 16 consistent QTNs for protein and oil contents, 11 QTNs were detected having antagonistic effects on protein and oil content, while 4 QTNs soly for oil content, and one QTN soly for protein content. The information gained in this study demonstrated that the usefulness of the medium-density SNP array in genotyping for genetic study and molecular breeding.</p>