Wang Ya-Ying, Li Yu-Qiu, Wu Hong-Yan, Hu Bo, Zheng Jia-Jia, Zhai Hong, Lv Shi-Xiang, Liu Xin-Lei, Chen Xin, Qiu Hong-Mei, Yang Jiayin, Zong Chun-Mei, Han De-Zhi, Wen Zi-Xiang, Wang De-Chun, Xia Zheng-Jun
Key Laboratory of Soybean Molecular Design Breeding, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Harbin, China.
University of Chinese Academy of Sciences, Beijing, China.
Front Plant Sci. 2018 May 9;9:610. doi: 10.3389/fpls.2018.00610. eCollection 2018.
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 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 to 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.
大豆于约5000至6000年前在中国被驯化。尽管诸如测序基因分型(GBS)和高密度芯片等基因分型技术已经存在,但在遗传研究以及分子育种中,使用中密度SNP芯片对品种或群体进行基因分型既方便又经济。在本研究中,从中国、日本、美国、加拿大和其他一些国家收集的235个品种,使用具有7189个单核苷酸多态性(SNP)的SoySNP8k iSelect BeadChip进行基因分型。总共4471个多态性SNP标记用于分析群体结构并进行全基因组关联研究(GWAS)。最可能的K值为7,表明该群体可分为7个亚群,这与所研究品种或种质的地理起源非常吻合。LD衰减率估计为184 kb,此时r降至其最大值的一半(0.205)。使用FarmCPU进行的GWAS检测到一个控制种脐颜色和种子颜色的稳定数量性状核苷酸(QTN),这与已知的基因座或基因一致。尽管在所有环境中未鉴定出开花时间和成熟度的通用QTN,但在16条染色体上总共检测到30个与开花时间(R1)或成熟度(R7和R8)一致的QTN,其中大多数对应于SoyBase(soybase.org)中报道的已知基因或QTL区域。在16个与蛋白质和油含量一致的QTN中,有11个QTN对蛋白质和油含量具有拮抗作用,4个QTN仅影响油含量,1个QTN仅影响蛋白质含量。本研究获得的信息表明中密度SNP芯片在遗传研究和分子育种基因分型中的有用性。