首页|基于生物信息学分析筛选乙肝病毒感染相关性急性肝衰竭的潜在生物标志物

基于生物信息学分析筛选乙肝病毒感染相关性急性肝衰竭的潜在生物标志物

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目的 基于生物信息学综合分析,挖掘筛选乙型肝炎病毒感染相关性急性肝衰竭的差异表达基因,获得潜在治疗靶点和预后生物标志物.方法 从基因表达综合数据库(GEO)中选取GSE14668、GSE38941、GSE62029和GSE96851数据集,采用R limma软件进行差异分析筛选差异表达基因,对差异表达基因进行GO功能注释、KEGG分析和GSEA通路富集分析,利用STRING数据库和Cytoscape软件构建蛋白互作网络(PPI),筛选出关键基因,用GEO数据库中GSE96851数据集进行验证,并应用受试者工作特征(ROC)曲线评估差异表达基因作为治疗和预后潜在生物标志物的价值.结果 共筛选出1 300个差异表达基因,其中724个上调,576 个下调,通过 Cytoscape 的 MCODE 模块进行 PPI 分析得到 APOB、ITGB2、CD8A、CD44、TYROBP、VEGFA、ITGAM、CD86、PTPRC和TLR4 10个关键基因.ROC曲线分析显示,上述10个关键基因作为治疗和预后潜在价值的曲线下面积(AUC)均大于0.9,灵敏度和特异度均在0.8以上,说明选取的10个关键基因均对乙型肝炎病毒感染相关性急性肝衰竭具有较高诊断价值.结论 APOB、ITGB2、CD8A、CD44、TYROBP、VEGFA、ITGAM、CD86、PTPRC和TLR4基因是乙型肝炎病毒相关急性肝衰竭潜在的预后指标和治疗靶点.
Identification of Key Genes Associated with Hepatitis B Virus Infection-Related Acute Liver Failure through Bioinformatics Analysis
Objective To utilize bioinformatics for a comprehensive analysis to identify differentially expressed genes related to hepatitis B virus(HB V)-associated acute liver failure(ALF),aiming to discover potential therapeutic targets and prognostic biomarkers.Methods We selected the datasets GSE14668,GSE38941,GSE62029,and GSE96851 from the Gene Expression Omnibus(GEO)database.The R package limma was used to identify differentially expressed genes(DEGs).GO functional annotation,KEGG analysis,and GSEA pathway enrichment analysis were performed on the DEGs.Protein-protein interaction(PPI)networks were constructed using the STRING database and Cytoscape software to identify key genes,which were validated using GSE96851 datasets from the GEO database.Receiver operating characteristic(ROC)curves were used to evaluate the potential value of the DEGs as therapeutic and prognostic biomarkers.Results A total of 1 300 DEGs were identified,with 724 upregulated and 576 downregulated.PPI analysis using Cytoscape's MCODE module revealed 10 key genes:APOB,ITGB2,CD8A,CD44,TYROBP,VEGFA,ITGAM,CD86,PTPRC,and TLR4.ROC curve analysis showed that the area under the curve(AUC)for these 10 key genes in the training set was greater than 0.9,with sensitivity and specificity both above 0.8,indicating that these key genes have high diagnostic value for HBV-ALF.Conclusion APOB,ITGB2,CD8 A,CD44,TYROBP,VEGFA,ITGA M,CD86,PTPRC and TLR4 genes are potential prognostic indicators and potential therapeutic targets for HBV-ALF.

hepatitis B virusacute liver failurebioinformatics

刘东、马晓虎、孙锦涵、张淑灵

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宁夏医科大学医学信息与工程学院,银川 750004

宁夏医科大学创新创业学院,银川 750004

宁夏回族自治区中西医结合医院,银川 750021

宁夏医科大学总医院,宁夏医科大学第一临床医学院,银川 750004

宁夏医科大学人文与管理学院,银川 750004

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乙肝病毒 急性肝衰竭 生物信息学

2024

宁夏医科大学学报
宁夏医科大学

宁夏医科大学学报

CSTPCD
影响因子:0.84
ISSN:1674-6309
年,卷(期):2024.46(10)