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使用加权基因共表达网络分析鉴定与感染相关的基因模块和枢纽基因

Identification of Gene Modules and Hub Genes Associated with Infection Using Weighted Gene Co-Expression Network Analysis.

作者信息

Liu Zongling, Li Xiufang, Li Jie, Zhao Haiyun, Deng Xingli, Su Yizu, Li Ru, Chen Baoshan

机构信息

State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China.

Guangxi Key Laboratory of Sugarcane Biology, College of Agriculture, Guangxi University, Nanning 530004, China.

出版信息

J Fungi (Basel). 2022 Aug 15;8(8):852. doi: 10.3390/jof8080852.

Abstract

is a biotrophic fungus responsible for sugarcane smut disease. To investigate the key genes involved in infection, we conducted RNA sequencing of sugarcane sprouts inoculated with teliospores. A weighted gene co-expression network analysis (WGCNA) showed that two co-expressed gene modules, MEdarkturquoise and MEpurple-containing 66 and 208 genes, respectively-were associated with infection. The genes in these two modules were further studied using Gene Ontology (GO) enrichment analysis, pathogen-host interaction (PHI) database BLASTp, and small secreted cysteine-rich proteins (SCRPs) prediction. The top ten hub genes in each module were identified using the Cytohubba plugin. The GO enrichment analysis found that endoplasmic reticulum-related and catabolism-related genes were expressed during infection. A total of 83 genes had homologs in the PHI database, 62 of which correlated with pathogen virulence. A total of 21 proteins had the characteristics of small secreted cysteine-rich proteins (SCRPs), a common source of fungal effectors. The top ten hub genes in each module were identified, and seven were annotated as Mig1-Mig1 protein, glycosyl hydrolase, beta-N-acetylglucosaminidase, secreted chorismate mutase, collagen, mRNA export factor, and pleckstrin homology domain protein, while the remaining three were unknown. Two SCRPs-SPSC_06609 and SPSC_04676-and three proteins-SPSC_01958, SPSC_02155, and SPSC_00940-identified in the PHI database were also among the top ten hub genes in the MEdarkturquoise and MEpurple modules, suggesting that they may play important roles in infection. A infection model was postulated based on current findings. These findings help to deepen the current understanding of early events in infection.

摘要

是一种引起甘蔗黑穗病的活体营养型真菌。为了研究参与感染的关键基因,我们对接种冬孢子的甘蔗芽进行了RNA测序。加权基因共表达网络分析(WGCNA)表明,有两个共表达基因模块,分别为ME深绿松石色模块和ME紫色模块,包含66个和208个基因,与感染相关。使用基因本体论(GO)富集分析、病原体-宿主相互作用(PHI)数据库BLASTp和小分泌富含半胱氨酸蛋白(SCRPs)预测对这两个模块中的基因进行了进一步研究。使用Cytohubba插件确定了每个模块中的前十个枢纽基因。GO富集分析发现,内质网相关基因和分解代谢相关基因在感染过程中表达。共有83个基因在PHI数据库中有同源物,其中62个与病原体毒力相关。共有21种蛋白质具有小分泌富含半胱氨酸蛋白(SCRPs)的特征,这是真菌效应子的常见来源。确定了每个模块中的前十个枢纽基因,其中七个被注释为Mig1-Mig1蛋白、糖基水解酶、β-N-乙酰葡糖胺酶、分泌型分支酸变位酶、胶原蛋白、mRNA输出因子和普列克底物蛋白同源结构域蛋白,其余三个未知。在PHI数据库中鉴定出的两种SCRPs——SPSC_06609和SPSC_04676,以及三种蛋白质——SPSC_01958、SPSC_02155和SPSC_00940,也在ME深绿松石色模块和ME紫色模块的前十个枢纽基因中,表明它们可能在感染中起重要作用。基于当前研究结果提出了一种感染模型。这些发现有助于加深目前对感染早期事件的理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c659/9409688/cf0813ac5127/jof-08-00852-g001.jpg

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