Genome-wide association with transcriptomics reveals a shade-tolerance gene network in soybean

Yanzhu Su, Xiaoshuai Hao, Weiying Zeng, Zhenguang Lai, Yongpeng Pan, Can Wang, Pengfei Guo, Zhipeng Zhang, Jianbo He, Guangnan Xing, Wubin Wang, Jiaoping Zhang, Zudong Sun, Junyi Gai
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Abstract

Shade tolerance is essential for soybeans in inter/relay cropping systems. A genome-wide association study (GWAS) integrated with transcriptome sequencing was performed to identify genes and construct a genetic network governing the trait in a set of recombinant inbred lines derived from two soybean parents with contrasting shade tolerance. An improved GWAS procedure, restricted two-stage multi-locus genome-wide association study based on gene/allele sequence markers (GASM-RTM-GWAS), identified 140 genes and their alleles associated with shade-tolerance index (STI), 146 with relative pith cell length (RCL), and nine with both. Annotation of these genes by biological categories allowed the construction of a protein–protein interaction network by 187 genes, of which half were differentially expressed under shading and non-shading conditions as well as at different growth stages. From the identified genes, three ones jointly identified for both traits by both GWAS and transcriptome and two genes with maximum links were chosen as beginners for entrance into the network. Altogether, both STI and RCL gene systems worked for shade-tolerance with genes interacted each other, this confirmed that shade-tolerance is regulated by more than single group of interacted genes, involving multiple biological functions as a gene network.

全基因组关联与转录组学揭示了大豆的耐阴基因网络
耐荫性对间作/套作系统中的大豆至关重要。研究人员进行了一项与转录组测序相结合的全基因组关联研究(GWAS),以确定基因,并在一组来自两个耐荫性截然不同的大豆亲本的重组近交系中构建一个控制该性状的遗传网络。基于基因/等位基因序列标记的限制性两阶段多焦点全基因组关联研究(GASM-RTM-GWAS)是一种改进的 GWAS 程序,它识别出 140 个与耐荫指数(STI)相关的基因及其等位基因,146 个与相对髓细胞长度(RCL)相关,9 个与两者都相关。通过对这些基因进行生物分类注释,构建了一个由 187 个基因组成的蛋白质-蛋白质相互作用网络,其中一半基因在遮光和不遮光条件下以及不同生长阶段有不同的表达。从已确定的基因中,选择了三个通过 GWAS 和转录组共同确定的基因,以及两个具有最大联系的基因,作为进入网络的起始基因。总之,STI 和 RCL 基因系统都对耐荫性起作用,且基因之间相互影响,这证实了耐荫性不仅仅受一组相互作用基因的调控,而是一个涉及多种生物学功能的基因网络。
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