综合生物信息学和验证显示TMEM45A在系统性红斑狼疮中调节房颤中的心房纤维化。

IF 6 2区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Hongjie Xu, Sufan Ding, Xiaoping Ning, Ye Ma, Qi Yu, Yi Shen, Lin Han, Zhiyun Xu
{"title":"综合生物信息学和验证显示TMEM45A在系统性红斑狼疮中调节房颤中的心房纤维化。","authors":"Hongjie Xu, Sufan Ding, Xiaoping Ning, Ye Ma, Qi Yu, Yi Shen, Lin Han, Zhiyun Xu","doi":"10.1186/s10020-025-01162-0","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Accumulative evidence has shown that systemic lupus erythematosus (SLE) increases the risk of various cardiovascular diseases including atrial fibrillation (AF). The study aimed to screen potential key genes underlying co-pathogenesis between SLE and AF, and to discover therapeutic targets for AF.</p><p><strong>Methods: </strong>Differentially expressed genes (DEGs) were identified, and co-expressed gene modules were obtained through weighted gene co-expression network analysis (WGCNA) based on the AF and SLE expression profiles from the GEO database. Subsequently, machine learning algorithms including LASSO regression and support vector machine (SVM) method were employed to identify the candidate therapeutic target for SLE-related AF. Furthermore, the therapeutic role of TMEM45A was validated both in vivo and vitro.</p><p><strong>Results: </strong>Totally, 26 DEGs were identified in SLE and AF. The PPI network combined with WGCNA identified 51 key genes in SLE and AF. Ultimately, Machine learning-based methods screened three hub genes in SLE combined with AF, including TMEM45A, ITGB2 and NFKBIA. The cMAP analysis exposed KI-8751 and YM-155 as potential drugs for AF treatment. Regarding TMEM45A, the aberrant expression was validated in blood of SLE patients. Additionally, TMEM45A expression was up-regulated in the atrial tissue of patients with AF. Furthermore, TMEM45A knockdown alleviated AF occurrence and atrial fibrosis in vivo and Ang II-induced NRCFs fibrosis in vitro.</p><p><strong>Conclusion: </strong>The crosstalk genes underlying co-pathogenesis between SLE and AF were unraveled. Furthermore, the pro-fibrotic role of TMEM45A was validated in vivo and vitro, highlighting its potential as a therapeutic target for AF.</p>","PeriodicalId":18813,"journal":{"name":"Molecular Medicine","volume":"31 1","pages":"104"},"PeriodicalIF":6.0000,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11917082/pdf/","citationCount":"0","resultStr":"{\"title\":\"Integrated bioinformatics and validation reveal TMEM45A in systemic lupus erythematosus regulating atrial fibrosis in atrial fibrillation.\",\"authors\":\"Hongjie Xu, Sufan Ding, Xiaoping Ning, Ye Ma, Qi Yu, Yi Shen, Lin Han, Zhiyun Xu\",\"doi\":\"10.1186/s10020-025-01162-0\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Accumulative evidence has shown that systemic lupus erythematosus (SLE) increases the risk of various cardiovascular diseases including atrial fibrillation (AF). The study aimed to screen potential key genes underlying co-pathogenesis between SLE and AF, and to discover therapeutic targets for AF.</p><p><strong>Methods: </strong>Differentially expressed genes (DEGs) were identified, and co-expressed gene modules were obtained through weighted gene co-expression network analysis (WGCNA) based on the AF and SLE expression profiles from the GEO database. Subsequently, machine learning algorithms including LASSO regression and support vector machine (SVM) method were employed to identify the candidate therapeutic target for SLE-related AF. Furthermore, the therapeutic role of TMEM45A was validated both in vivo and vitro.</p><p><strong>Results: </strong>Totally, 26 DEGs were identified in SLE and AF. The PPI network combined with WGCNA identified 51 key genes in SLE and AF. Ultimately, Machine learning-based methods screened three hub genes in SLE combined with AF, including TMEM45A, ITGB2 and NFKBIA. The cMAP analysis exposed KI-8751 and YM-155 as potential drugs for AF treatment. Regarding TMEM45A, the aberrant expression was validated in blood of SLE patients. Additionally, TMEM45A expression was up-regulated in the atrial tissue of patients with AF. Furthermore, TMEM45A knockdown alleviated AF occurrence and atrial fibrosis in vivo and Ang II-induced NRCFs fibrosis in vitro.</p><p><strong>Conclusion: </strong>The crosstalk genes underlying co-pathogenesis between SLE and AF were unraveled. Furthermore, the pro-fibrotic role of TMEM45A was validated in vivo and vitro, highlighting its potential as a therapeutic target for AF.</p>\",\"PeriodicalId\":18813,\"journal\":{\"name\":\"Molecular Medicine\",\"volume\":\"31 1\",\"pages\":\"104\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2025-03-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11917082/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Molecular Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s10020-025-01162-0\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOCHEMISTRY & MOLECULAR BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s10020-025-01162-0","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

背景:越来越多的证据表明,系统性红斑狼疮(SLE)增加了包括心房颤动(AF)在内的各种心血管疾病的风险。本研究旨在筛选SLE和AF共同发病的潜在关键基因,发现AF的治疗靶点。方法:基于GEO数据库中AF和SLE的表达谱,鉴定差异表达基因(deg),通过加权基因共表达网络分析(WGCNA)获得共表达基因模块。随后,采用LASSO回归和支持向量机(SVM)方法等机器学习算法识别slea相关AF的候选治疗靶点。进一步,在体内和体外验证TMEM45A的治疗作用。结果:在SLE和AF中共鉴定出26个deg,结合WGCNA的PPI网络鉴定出SLE和AF中的51个关键基因。最终,基于机器学习的方法筛选出SLE合并AF的3个枢纽基因,包括TMEM45A、ITGB2和NFKBIA。cMAP分析显示KI-8751和YM-155是治疗房颤的潜在药物。对于TMEM45A,在SLE患者的血液中证实了其异常表达。此外,心房颤动患者心房组织中TMEM45A表达上调。此外,TMEM45A敲低可减轻AF的发生和体内心房纤维化以及Ang ii诱导的体外nrfc纤维化。结论:揭示了SLE与AF共同发病机制的串扰基因。此外,在体内和体外验证了TMEM45A的促纤维化作用,突出了其作为AF治疗靶点的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated bioinformatics and validation reveal TMEM45A in systemic lupus erythematosus regulating atrial fibrosis in atrial fibrillation.

Background: Accumulative evidence has shown that systemic lupus erythematosus (SLE) increases the risk of various cardiovascular diseases including atrial fibrillation (AF). The study aimed to screen potential key genes underlying co-pathogenesis between SLE and AF, and to discover therapeutic targets for AF.

Methods: Differentially expressed genes (DEGs) were identified, and co-expressed gene modules were obtained through weighted gene co-expression network analysis (WGCNA) based on the AF and SLE expression profiles from the GEO database. Subsequently, machine learning algorithms including LASSO regression and support vector machine (SVM) method were employed to identify the candidate therapeutic target for SLE-related AF. Furthermore, the therapeutic role of TMEM45A was validated both in vivo and vitro.

Results: Totally, 26 DEGs were identified in SLE and AF. The PPI network combined with WGCNA identified 51 key genes in SLE and AF. Ultimately, Machine learning-based methods screened three hub genes in SLE combined with AF, including TMEM45A, ITGB2 and NFKBIA. The cMAP analysis exposed KI-8751 and YM-155 as potential drugs for AF treatment. Regarding TMEM45A, the aberrant expression was validated in blood of SLE patients. Additionally, TMEM45A expression was up-regulated in the atrial tissue of patients with AF. Furthermore, TMEM45A knockdown alleviated AF occurrence and atrial fibrosis in vivo and Ang II-induced NRCFs fibrosis in vitro.

Conclusion: The crosstalk genes underlying co-pathogenesis between SLE and AF were unraveled. Furthermore, the pro-fibrotic role of TMEM45A was validated in vivo and vitro, highlighting its potential as a therapeutic target for AF.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Molecular Medicine
Molecular Medicine 医学-生化与分子生物学
CiteScore
8.60
自引率
0.00%
发文量
137
审稿时长
1 months
期刊介绍: Molecular Medicine is an open access journal that focuses on publishing recent findings related to disease pathogenesis at the molecular or physiological level. These insights can potentially contribute to the development of specific tools for disease diagnosis, treatment, or prevention. The journal considers manuscripts that present material pertinent to the genetic, molecular, or cellular underpinnings of critical physiological or disease processes. Submissions to Molecular Medicine are expected to elucidate the broader implications of the research findings for human disease and medicine in a manner that is accessible to a wide audience.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信