Weighted gene co-expression network analysis identifies specific modules and hub genes related to coronary artery disease

小桶 基因 基因共表达网络 计算生物学 生物 基因本体论 鉴定(生物学) 基因表达 遗传学 生物信息学 植物
作者
Peng-Fei Zheng,Lu-Zhu Chen,Yao-Zong Guan,Peng Liu
出处
期刊:Scientific Reports [Nature Portfolio]
卷期号:11 (1) 被引量:17
标识
DOI:10.1038/s41598-021-86207-0
摘要

Abstract This investigation seeks to dissect coronary artery disease molecular target candidates along with its underlying molecular mechanisms. Data on patients with CAD across three separate array data sets, GSE66360, GSE19339 and GSE97320 were extracted. The gene expression profiles were obtained by normalizing and removing the differences between the three data sets, and important modules linked to coronary heart disease were identified using weighted gene co-expression network analysis (WGCNA). Gene Ontology (GO) functional and Kyoto Encyclopedia of Genes and genomes (KEGG) pathway enrichment analyses were applied in order to identify statistically significant genetic modules with the Database for Annotation, Visualization and Integrated Discovery (DAVID) online tool (version 6.8; http://david.abcc.ncifcrf.gov ). The online STRING tool was used to construct a protein–protein interaction (PPI) network, followed by the use of Molecular Complex Detection (MCODE) plug-ins in Cytoscape software to identify hub genes. Two significant modules (green-yellow and magenta) were identified in the CAD samples. Genes in the magenta module were noted to be involved in inflammatory and immune-related pathways, based on GO and KEGG enrichment analyses. After the MCODE analysis, two different MCODE complexes were identified in the magenta module, and four hub genes ( ITGAM , degree = 39; CAMP , degree = 37; TYROBP , degree = 28; ICAM1 , degree = 18) were uncovered to be critical players in mediating CAD. Independent verification data as well as our RT-qPCR results were highly consistent with the above finding. ITGAM , CAMP , TYROBP and ICAM1 are potential targets in CAD. The underlying mechanism may be related to the transendothelial migration of leukocytes and the immune response.

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