{"title":"利用生物信息学分析和实验验证鉴定肥厚性心肌病中与氧化应激相关的标记基因。","authors":"Jian Zhuo, Ding Ding, Mengkang Fan, Weiwei Lu, Xiaochen Lu, Lihong Yao, Hongzhuan Sheng","doi":"10.1038/s41598-025-14313-4","DOIUrl":null,"url":null,"abstract":"<p><p>Hypertrophic cardiomyopathy (HCM) is a common inherited cardiomyopathy, and the mechanisms by which oxidative stress contributes to HCM remain unclear. This study aimed to identify HCM-associated oxidative stress genes and evaluate their significance in HCM pathogenesis through bioinformatic analysis of public datasets. GSE36961 and GSE141910 were downloaded from the Gene expression Omnibus (GEO) database, and genes associated with oxidative stress were searched in the Gene Ontology (GO) database. After differential analysis, marker genes were obtained using LASSO and SVM-RFE algorithms. DAVID was used, along with the GSVA and GSEA packages to perform gene ontology, pathway function enrichment, and gene set enrichment analyses. CIBERSORT was used to analyze immune cell infiltration. Subsequently, validation of these genes was performed using the GSE141910 dataset. Finally, we validated gene expression and levels of oxidative stress in cellular models. In total, 33 OS-DEGs related to HCM were identified. These were closely related to apoptosis and immune response. Subsequently, seven marker genes from OS-DEGs were identified: JAK2, EDNRA, KCNA5, DNAJC15, CA3, PRKCD and KLF2. The functional enrichment analysis suggested that these markers may play corresponding roles in HCM by regulating oxidative stress, immune responses, cytokine interactions, and multiple other processes. In addition, according to CIBERSORT analysis, PRKCD and EDNRA may have an effect on the immune microenvironment of HCM patients. In vitro studies using neonatal rat cardiomyocytes showed increased ROS production and caspase activation, suggesting elevated oxidative stress and apoptosis in HCM. This study identified 7 oxidative stress-related genes in HCM, and deeply analyzed the function and regulation of the marker genes. At the same time, we also proposed that oxidative stress participate in HCM through apoptosis.</p>","PeriodicalId":21811,"journal":{"name":"Scientific Reports","volume":"15 1","pages":"28817"},"PeriodicalIF":3.9000,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12328814/pdf/","citationCount":"0","resultStr":"{\"title\":\"Identification of marker genes associated with oxidative stress in hypertrophic cardiomyopathy using bioinformatics analysis and experimental validation.\",\"authors\":\"Jian Zhuo, Ding Ding, Mengkang Fan, Weiwei Lu, Xiaochen Lu, Lihong Yao, Hongzhuan Sheng\",\"doi\":\"10.1038/s41598-025-14313-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Hypertrophic cardiomyopathy (HCM) is a common inherited cardiomyopathy, and the mechanisms by which oxidative stress contributes to HCM remain unclear. This study aimed to identify HCM-associated oxidative stress genes and evaluate their significance in HCM pathogenesis through bioinformatic analysis of public datasets. GSE36961 and GSE141910 were downloaded from the Gene expression Omnibus (GEO) database, and genes associated with oxidative stress were searched in the Gene Ontology (GO) database. After differential analysis, marker genes were obtained using LASSO and SVM-RFE algorithms. DAVID was used, along with the GSVA and GSEA packages to perform gene ontology, pathway function enrichment, and gene set enrichment analyses. CIBERSORT was used to analyze immune cell infiltration. Subsequently, validation of these genes was performed using the GSE141910 dataset. Finally, we validated gene expression and levels of oxidative stress in cellular models. In total, 33 OS-DEGs related to HCM were identified. These were closely related to apoptosis and immune response. Subsequently, seven marker genes from OS-DEGs were identified: JAK2, EDNRA, KCNA5, DNAJC15, CA3, PRKCD and KLF2. The functional enrichment analysis suggested that these markers may play corresponding roles in HCM by regulating oxidative stress, immune responses, cytokine interactions, and multiple other processes. In addition, according to CIBERSORT analysis, PRKCD and EDNRA may have an effect on the immune microenvironment of HCM patients. In vitro studies using neonatal rat cardiomyocytes showed increased ROS production and caspase activation, suggesting elevated oxidative stress and apoptosis in HCM. This study identified 7 oxidative stress-related genes in HCM, and deeply analyzed the function and regulation of the marker genes. At the same time, we also proposed that oxidative stress participate in HCM through apoptosis.</p>\",\"PeriodicalId\":21811,\"journal\":{\"name\":\"Scientific Reports\",\"volume\":\"15 1\",\"pages\":\"28817\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-08-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12328814/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Scientific Reports\",\"FirstCategoryId\":\"103\",\"ListUrlMain\":\"https://doi.org/10.1038/s41598-025-14313-4\",\"RegionNum\":2,\"RegionCategory\":\"综合性期刊\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MULTIDISCIPLINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scientific Reports","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1038/s41598-025-14313-4","RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
摘要
肥厚性心肌病(HCM)是一种常见的遗传性心肌病,氧化应激导致HCM的机制尚不清楚。本研究旨在通过对公共数据集的生物信息学分析,鉴定HCM相关的氧化应激基因,并评估其在HCM发病机制中的意义。从Gene expression Omnibus (GEO)数据库中下载GSE36961和GSE141910,在Gene Ontology (GO)数据库中搜索与氧化应激相关的基因。差异分析后,利用LASSO和SVM-RFE算法获得标记基因。使用DAVID以及GSVA和GSEA软件包进行基因本体、途径功能富集和基因集富集分析。采用CIBERSORT分析免疫细胞浸润。随后,使用GSE141910数据集对这些基因进行验证。最后,我们在细胞模型中验证了基因表达和氧化应激水平。共鉴定出33个与HCM相关的os - deg。这些与细胞凋亡和免疫应答密切相关。随后,从OS-DEGs中鉴定出7个标记基因:JAK2、EDNRA、KCNA5、DNAJC15、CA3、PRKCD和KLF2。功能富集分析表明,这些标记物可能通过调节氧化应激、免疫反应、细胞因子相互作用等多种过程在HCM中发挥相应的作用。此外,根据CIBERSORT分析,PRKCD和EDNRA可能对HCM患者的免疫微环境有影响。利用新生大鼠心肌细胞进行的体外研究显示,ROS生成和caspase激活增加,表明HCM中氧化应激和细胞凋亡升高。本研究鉴定了HCM中7个氧化应激相关基因,并深入分析了这些标记基因的功能和调控。同时,我们也提出氧化应激通过细胞凋亡参与HCM。
Identification of marker genes associated with oxidative stress in hypertrophic cardiomyopathy using bioinformatics analysis and experimental validation.
Hypertrophic cardiomyopathy (HCM) is a common inherited cardiomyopathy, and the mechanisms by which oxidative stress contributes to HCM remain unclear. This study aimed to identify HCM-associated oxidative stress genes and evaluate their significance in HCM pathogenesis through bioinformatic analysis of public datasets. GSE36961 and GSE141910 were downloaded from the Gene expression Omnibus (GEO) database, and genes associated with oxidative stress were searched in the Gene Ontology (GO) database. After differential analysis, marker genes were obtained using LASSO and SVM-RFE algorithms. DAVID was used, along with the GSVA and GSEA packages to perform gene ontology, pathway function enrichment, and gene set enrichment analyses. CIBERSORT was used to analyze immune cell infiltration. Subsequently, validation of these genes was performed using the GSE141910 dataset. Finally, we validated gene expression and levels of oxidative stress in cellular models. In total, 33 OS-DEGs related to HCM were identified. These were closely related to apoptosis and immune response. Subsequently, seven marker genes from OS-DEGs were identified: JAK2, EDNRA, KCNA5, DNAJC15, CA3, PRKCD and KLF2. The functional enrichment analysis suggested that these markers may play corresponding roles in HCM by regulating oxidative stress, immune responses, cytokine interactions, and multiple other processes. In addition, according to CIBERSORT analysis, PRKCD and EDNRA may have an effect on the immune microenvironment of HCM patients. In vitro studies using neonatal rat cardiomyocytes showed increased ROS production and caspase activation, suggesting elevated oxidative stress and apoptosis in HCM. This study identified 7 oxidative stress-related genes in HCM, and deeply analyzed the function and regulation of the marker genes. At the same time, we also proposed that oxidative stress participate in HCM through apoptosis.
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