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急性川崎病中10个关键基因及miRNA-mRNA调控网络的鉴定

Identification of 10 Hub Genes and an miRNA-mRNA Regulatory Network in Acute Kawasaki Disease.

作者信息

Ma Jin, Gui Huan, Tang Yunjia, Ding Yueyue, Qian Guanghui, Yang Mengjie, Wang Mei, Song Xiudao, Lv Haitao

机构信息

Department of Pharmacy, Children's Hospital of Soochow University, Suzhou, China.

Cardiology Department, Children's Hospital of Soochow University, Suzhou, China.

出版信息

Front Genet. 2021 Mar 25;12:585058. doi: 10.3389/fgene.2021.585058. eCollection 2021.

Abstract

Kawasaki disease (KD) causes acute systemic vasculitis and has unknown etiology. Since the acute stage of KD is the most relevant, the aim of the present study was to identify hub genes in acute KD by bioinformatics analysis. We also aimed at constructing microRNA (miRNA)-messenger RNA (mRNA) regulatory networks associated with acute KD based on previously identified differentially expressed miRNAs (DE-miRNAs). DE-mRNAs in acute KD patients were screened using the mRNA expression profile data of GSE18606 from the Gene Expression Omnibus. The functional and pathway enrichment analysis of DE-mRNAs were performed with the DAVID database. Target genes of DE-miRNAs were predicted using the miRWalk database and their intersection with DE-mRNAs was obtained. From a protein-protein interaction (PPI) network established by the STRING database, Cytoscape software identified hub genes with the two topological analysis methods maximal clique centrality and Degree algorithm to construct a miRNA-hub gene network. A total of 1,063 DE-mRNAs were identified between acute KD and healthy individuals, 472 upregulated and 591 downregulated. The constructed PPI network with these DE-mRNAs identified 38 hub genes mostly enriched in pathways related to systemic lupus erythematosus, alcoholism, viral carcinogenesis, osteoclast differentiation, adipocytokine signaling pathway and tumor necrosis factor signaling pathway. Target genes were predicted for the up-regulated and down-regulated DE-miRNAs, 10,203, and 5,310, respectively. Subsequently, 355, and 130 overlapping target DE-mRNAs were obtained for upregulated and downregulated DE-miRNAs, respectively. PPI networks with these target DE-mRNAs produced 15 hub genes, six down-regulated and nine upregulated hub genes. Among these, ten genes (ATM, MDC1, CD59, CD177, TRPM2, FCAR, TSPAN14, LILRB2, SIRPA, and STAT3) were identified as hub genes in the PPI network of DE-mRNAs. Finally, we constructed the regulatory network of DE-miRNAs and hub genes, which suggested potential modulation of most hub genes by hsa-miR-4443 and hsa-miR-6510-5p. SP1 was predicted to potentially regulate most of DE-miRNAs. In conclusion, several hub genes are associated with acute KD. An miRNA-mRNA regulatory network potentially relevant for acute KD pathogenesis provides new insights into the underlying molecular mechanisms of acute KD. The latter may contribute to the diagnosis and treatment of acute KD.

摘要

川崎病(KD)可导致急性全身性血管炎,其病因不明。由于KD的急性期最为关键,本研究旨在通过生物信息学分析确定急性KD中的核心基因。我们还旨在基于先前鉴定出的差异表达微小RNA(DE-miRNA)构建与急性KD相关的微小RNA(miRNA)-信使核糖核酸(mRNA)调控网络。利用基因表达综合数据库(Gene Expression Omnibus)中GSE18606的mRNA表达谱数据筛选急性KD患者中的差异表达mRNA(DE-mRNA)。使用DAVID数据库对DE-mRNA进行功能和通路富集分析。利用miRWalk数据库预测DE-miRNA的靶基因,并获取其与DE-mRNA的交集。通过STRING数据库建立蛋白质-蛋白质相互作用(PPI)网络,Cytoscape软件使用最大团中心性和度算法这两种拓扑分析方法鉴定核心基因,以构建miRNA-核心基因网络。在急性KD患者和健康个体之间共鉴定出1063个DE-mRNA,其中472个上调,591个下调。用这些DE-mRNA构建的PPI网络鉴定出38个核心基因,主要富集于与系统性红斑狼疮、酒精中毒、病毒致癌作用、破骨细胞分化、脂肪细胞因子信号通路和肿瘤坏死因子信号通路相关的通路中。分别对上调和下调的DE-miRNA预测靶基因,上调的有10203个,下调的有5310个。随后,上调和下调的DE-miRNA分别获得355个和130个重叠的靶DE-mRNA。用这些靶DE-mRNA构建的PPI网络产生了15个核心基因,6个下调的和9个上调的核心基因。其中,10个基因(ATM、MDC1、CD59、CD177、TRPM2、FCAR、TSPAN14、LILRB2、SIRPA和STAT3)在DE-mRNA的PPI网络中被鉴定为核心基因。最后,我们构建了DE-miRNA和核心基因的调控网络,结果表明hsa-miR-4443和hsa-miR-6510-5p可能对大多数核心基因有调控作用。预测SP1可能调控大多数DE-miRNA。总之,几个核心基因与急性KD相关。一个可能与急性KD发病机制相关的miRNA-mRNA调控网络为急性KD的潜在分子机制提供了新的见解。这可能有助于急性KD的诊断和治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/94bf/8044791/fa04e22b45a0/fgene-12-585058-g001.jpg

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