Department of Plant Sciences, University of Tennessee, Knoxville, Tennessee, 37996, USA.
Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, Illinois, 62901, USA.
Mol Plant Pathol. 2023 Jun;24(6):628-636. doi: 10.1111/mpp.13327. Epub 2023 Mar 28.
Gene co-expression network analysis is an efficient systems biology approach for the discovery of novel gene functions and trait-associated gene modules. To identify clusters of functionally related genes involved in soybean nodule formation and development, we performed a weighted gene co-expression network analysis. Two nodule-specific modules (NSM-1 and NSM-2, containing 304 and 203 genes, respectively) were identified. The NSM-1 gene promoters were significantly enriched in cis-binding elements for ERF, MYB, and C2H2-type zinc transcription factors, whereas NSM-2 gene promoters were enriched in cis-binding elements for TCP, bZIP, and bHLH transcription factors, suggesting a role of these regulatory factors in the transcriptional activation of nodule co-expressed genes. The co-expressed gene modules included genes with potential novel roles in nodulation, including those involved in xylem development, transmembrane transport, the ethylene signalling pathway, cytoskeleton organization, cytokinesis and regulation of the cell cycle, regulation of meristem initiation and growth, transcriptional regulation, DNA methylation, and histone modifications. Functional analysis of two co-expressed genes using TILLING mutants provided novel insight into the involvement of unsaturated fatty acid biosynthesis and folate metabolism in nodule formation and development. The identified gene co-expression modules provide valuable resources for further functional genomics studies to dissect the genetic basis of nodule formation and development in soybean.
基因共表达网络分析是一种有效的系统生物学方法,可用于发现新的基因功能和与性状相关的基因模块。为了鉴定与大豆根瘤形成和发育相关的功能相关基因簇,我们进行了加权基因共表达网络分析。鉴定出两个根瘤特异性模块(NSM-1 和 NSM-2,分别包含 304 和 203 个基因)。NSM-1 基因启动子显著富集了 ERF、MYB 和 C2H2 型锌转录因子的顺式结合元件,而 NSM-2 基因启动子则富集了 TCP、bZIP 和 bHLH 转录因子的顺式结合元件,表明这些调节因子在根瘤共表达基因的转录激活中起作用。共表达基因模块包括在根瘤中具有潜在新作用的基因,包括参与木质部发育、跨膜运输、乙烯信号通路、细胞骨架组织、胞质分裂和细胞周期调控、分生组织起始和生长调控、转录调控、DNA 甲基化和组蛋白修饰的基因。使用 TILLING 突变体对两个共表达基因的功能分析提供了新的见解,表明不饱和脂肪酸生物合成和叶酸代谢参与了根瘤的形成和发育。鉴定的基因共表达模块为进一步的功能基因组学研究提供了有价值的资源,以解析大豆根瘤形成和发育的遗传基础。