{"title":"基因网络和细胞功能的综合分析确定了新的心力衰竭生物标志物。","authors":"Jiang Juncheng, Chen Lei, Lin Hao, Liang Fei","doi":"10.1186/s41065-025-00521-5","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Heart failure (HF) is a complex clinical condition characterized by impaired cardiac function and progressive structural remodeling. To elucidate the molecular mechanisms driving HF, this study aimed to identify key regulatory hub genes, explore their functional relevance, and assess their diagnostic and therapeutic potential.</p><p><strong>Methods: </strong>Four public microarray datasets (GSE161472, GSE147236, GSE116250, and GSE46224) were retrieved from the Gene Expression Omnibus (GEO) database. Differential expression analysis using the limma package in R identified Differentially expressed genes (DEGs), which were further analyzed via Venn diagrams, STRING PPI networks, and Cytoscape's CytoHubba plugin to determine top hub genes. RT-qPCR and Western blotting were used to validate gene expression in HF and normal cardiomyocyte cell lines. Functional assays (proliferation, colony formation, and wound healing) were conducted following overexpression of COL9A1 and MTIF3. miRNA regulation and immune cell infiltration were analyzed using TargetScan and CIBERSORT, respectively. Enrichment analysis was performed via DAVID, and drug prediction was conducted using DGIdb.</p><p><strong>Results: </strong>Four hub genes-COL9A1, MTIF3, MRPS25, and HMGN1-were consistently downregulated in HF and exhibited high diagnostic potential (AUC > 0.8). Overexpression of COL9A1 and MTIF3 significantly reduced cell proliferation, colony formation, and migration in HF cell lines. Immune infiltration analysis revealed strong negative correlations between hub gene expression and various immune cell types. Drug prediction identified Milrinone as a potential therapeutic candidate targeting COL9A1.</p><p><strong>Conclusion: </strong>COL9A1, MTIF3, MRPS25, and HMGN1 emerge as critical biomarkers and regulators in HF, offering promising avenues for diagnosis, mechanistic understanding, and targeted therapy development.</p>","PeriodicalId":12862,"journal":{"name":"Hereditas","volume":"162 1","pages":"152"},"PeriodicalIF":2.5000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12333206/pdf/","citationCount":"0","resultStr":"{\"title\":\"Integrated analysis of gene networks and cellular functions identifies novel heart failure biomarkers.\",\"authors\":\"Jiang Juncheng, Chen Lei, Lin Hao, Liang Fei\",\"doi\":\"10.1186/s41065-025-00521-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>Heart failure (HF) is a complex clinical condition characterized by impaired cardiac function and progressive structural remodeling. To elucidate the molecular mechanisms driving HF, this study aimed to identify key regulatory hub genes, explore their functional relevance, and assess their diagnostic and therapeutic potential.</p><p><strong>Methods: </strong>Four public microarray datasets (GSE161472, GSE147236, GSE116250, and GSE46224) were retrieved from the Gene Expression Omnibus (GEO) database. Differential expression analysis using the limma package in R identified Differentially expressed genes (DEGs), which were further analyzed via Venn diagrams, STRING PPI networks, and Cytoscape's CytoHubba plugin to determine top hub genes. RT-qPCR and Western blotting were used to validate gene expression in HF and normal cardiomyocyte cell lines. Functional assays (proliferation, colony formation, and wound healing) were conducted following overexpression of COL9A1 and MTIF3. miRNA regulation and immune cell infiltration were analyzed using TargetScan and CIBERSORT, respectively. Enrichment analysis was performed via DAVID, and drug prediction was conducted using DGIdb.</p><p><strong>Results: </strong>Four hub genes-COL9A1, MTIF3, MRPS25, and HMGN1-were consistently downregulated in HF and exhibited high diagnostic potential (AUC > 0.8). Overexpression of COL9A1 and MTIF3 significantly reduced cell proliferation, colony formation, and migration in HF cell lines. Immune infiltration analysis revealed strong negative correlations between hub gene expression and various immune cell types. Drug prediction identified Milrinone as a potential therapeutic candidate targeting COL9A1.</p><p><strong>Conclusion: </strong>COL9A1, MTIF3, MRPS25, and HMGN1 emerge as critical biomarkers and regulators in HF, offering promising avenues for diagnosis, mechanistic understanding, and targeted therapy development.</p>\",\"PeriodicalId\":12862,\"journal\":{\"name\":\"Hereditas\",\"volume\":\"162 1\",\"pages\":\"152\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-08-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12333206/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Hereditas\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1186/s41065-025-00521-5\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hereditas","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s41065-025-00521-5","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
心衰(HF)是一种复杂的临床疾病,以心功能受损和进行性结构重构为特征。为了阐明心衰的分子机制,本研究旨在鉴定关键调控枢纽基因,探索其功能相关性,并评估其诊断和治疗潜力。方法:从Gene Expression Omnibus (GEO)数据库中检索GSE161472、GSE147236、GSE116250和GSE46224四个公共微阵列数据集。使用R中的limma软件包进行差异表达分析,确定差异表达基因(deg),并通过Venn图、STRING PPI网络和Cytoscape的CytoHubba插件进一步分析以确定顶部枢纽基因。RT-qPCR和Western blotting检测基因在HF和正常心肌细胞中的表达。在COL9A1和MTIF3过表达后进行功能测定(增殖、菌落形成和伤口愈合)。分别用TargetScan和CIBERSORT分析miRNA调控和免疫细胞浸润情况。通过DAVID进行富集分析,使用DGIdb进行药物预测。结果:四个枢纽基因col9a1、MTIF3、MRPS25和hmgn1在HF中持续下调,并表现出很高的诊断潜力(AUC >.8)。过表达COL9A1和MTIF3可显著降低HF细胞系的细胞增殖、集落形成和迁移。免疫浸润分析显示hub基因表达与多种免疫细胞类型呈显著负相关。药物预测确定米立酮是COL9A1的潜在治疗候选药物。结论:COL9A1、MTIF3、MRPS25和HMGN1是心衰的关键生物标志物和调节因子,为心衰的诊断、机制理解和靶向治疗开发提供了有希望的途径。
Integrated analysis of gene networks and cellular functions identifies novel heart failure biomarkers.
Introduction: Heart failure (HF) is a complex clinical condition characterized by impaired cardiac function and progressive structural remodeling. To elucidate the molecular mechanisms driving HF, this study aimed to identify key regulatory hub genes, explore their functional relevance, and assess their diagnostic and therapeutic potential.
Methods: Four public microarray datasets (GSE161472, GSE147236, GSE116250, and GSE46224) were retrieved from the Gene Expression Omnibus (GEO) database. Differential expression analysis using the limma package in R identified Differentially expressed genes (DEGs), which were further analyzed via Venn diagrams, STRING PPI networks, and Cytoscape's CytoHubba plugin to determine top hub genes. RT-qPCR and Western blotting were used to validate gene expression in HF and normal cardiomyocyte cell lines. Functional assays (proliferation, colony formation, and wound healing) were conducted following overexpression of COL9A1 and MTIF3. miRNA regulation and immune cell infiltration were analyzed using TargetScan and CIBERSORT, respectively. Enrichment analysis was performed via DAVID, and drug prediction was conducted using DGIdb.
Results: Four hub genes-COL9A1, MTIF3, MRPS25, and HMGN1-were consistently downregulated in HF and exhibited high diagnostic potential (AUC > 0.8). Overexpression of COL9A1 and MTIF3 significantly reduced cell proliferation, colony formation, and migration in HF cell lines. Immune infiltration analysis revealed strong negative correlations between hub gene expression and various immune cell types. Drug prediction identified Milrinone as a potential therapeutic candidate targeting COL9A1.
Conclusion: COL9A1, MTIF3, MRPS25, and HMGN1 emerge as critical biomarkers and regulators in HF, offering promising avenues for diagnosis, mechanistic understanding, and targeted therapy development.
HereditasBiochemistry, Genetics and Molecular Biology-Genetics
CiteScore
3.80
自引率
3.70%
发文量
0
期刊介绍:
For almost a century, Hereditas has published original cutting-edge research and reviews. As the Official journal of the Mendelian Society of Lund, the journal welcomes research from across all areas of genetics and genomics. Topics of interest include human and medical genetics, animal and plant genetics, microbial genetics, agriculture and bioinformatics.