Integrative Bioinformatics Identifies TTN as a Potential Diagnostic Marker for Rheumatoid Arthritis.

IF 3.2 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Yide Fang, Peihong Li, Zhujing Zhu, Zuoyuan Cao, Huanru Qu, Wei Wu, Liuqing Jing, Hao Li, Jinhai Xu, Bing Shu, Wen Mo
{"title":"Integrative Bioinformatics Identifies TTN as a Potential Diagnostic Marker for Rheumatoid Arthritis.","authors":"Yide Fang, Peihong Li, Zhujing Zhu, Zuoyuan Cao, Huanru Qu, Wei Wu, Liuqing Jing, Hao Li, Jinhai Xu, Bing Shu, Wen Mo","doi":"10.2174/0109298673488193261005044554","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Rheumatoid arthritis (RA) is a chronic autoimmune disease with heterogeneous clinical manifestations, and its molecular mechanisms remain incompletely understood.</p><p><strong>Objective: </strong>To identify core genes associated with RA and evaluate their diagnostic utility, with an emphasis on immune relevance and causality.</p><p><strong>Methods: </strong>Differential expression analysis and weighted gene coexpression network analysis were used to prioritize hub genes. Functional enrichment and protein-protein interaction analyses supported biological interpretation. A nomogram and receiver operating characteristic analysis were used to evaluate diagnostic performance, and immune cell infiltration was analyzed to identify immune-associated core genes. The causal effect of titin on the risk of RA was estimated using genome-wide association study data and two-sample Mendelian randomization. Validation was conducted in independent public transcriptomic datasets and single-cell RNA sequencing (scRNA-seq) of synovial tissue.</p><p><strong>Results: </strong>Titin (TTN) was prioritized as an RA-associated core gene and demonstrated favorable diagnostic performance. TTN expression was consistently higher in RA than in controls across validation datasets. Public external validation datasets supported increased TTN expression in RA, and scRNA-seq analysis suggested enrichment of TTN expression in synovial T cells. Mendelian randomization supported a causal association between genetically predicted TTN and RA risk.</p><p><strong>Discussion: </strong>Collectively, evidence from bulk transcriptomics, immune cell infiltration profiling, single-cell localization, external validation, and genetic inference supports TTN as a previously underexplored candidate RA-associated biomarker with potential immune relevance. These findings extend current RA biomarker discovery by linking diagnostic performance with immune context and genetic support. Further mechanistic studies are needed to clarify whether TTN is involved in RA immunopathology or reflects inflammation-related tissue remodeling.</p><p><strong>Conclusion: </strong>Integrative analyses identify TTN as a potential RA-associated diagnostic biomarker requiring further experimental and clinical validation. Further studies are needed to clarify its mechanistic role and clinical utility in RA.</p>","PeriodicalId":10984,"journal":{"name":"Current medicinal chemistry","volume":" ","pages":""},"PeriodicalIF":3.2000,"publicationDate":"2026-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Current medicinal chemistry","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2174/0109298673488193261005044554","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Rheumatoid arthritis (RA) is a chronic autoimmune disease with heterogeneous clinical manifestations, and its molecular mechanisms remain incompletely understood.

Objective: To identify core genes associated with RA and evaluate their diagnostic utility, with an emphasis on immune relevance and causality.

Methods: Differential expression analysis and weighted gene coexpression network analysis were used to prioritize hub genes. Functional enrichment and protein-protein interaction analyses supported biological interpretation. A nomogram and receiver operating characteristic analysis were used to evaluate diagnostic performance, and immune cell infiltration was analyzed to identify immune-associated core genes. The causal effect of titin on the risk of RA was estimated using genome-wide association study data and two-sample Mendelian randomization. Validation was conducted in independent public transcriptomic datasets and single-cell RNA sequencing (scRNA-seq) of synovial tissue.

Results: Titin (TTN) was prioritized as an RA-associated core gene and demonstrated favorable diagnostic performance. TTN expression was consistently higher in RA than in controls across validation datasets. Public external validation datasets supported increased TTN expression in RA, and scRNA-seq analysis suggested enrichment of TTN expression in synovial T cells. Mendelian randomization supported a causal association between genetically predicted TTN and RA risk.

Discussion: Collectively, evidence from bulk transcriptomics, immune cell infiltration profiling, single-cell localization, external validation, and genetic inference supports TTN as a previously underexplored candidate RA-associated biomarker with potential immune relevance. These findings extend current RA biomarker discovery by linking diagnostic performance with immune context and genetic support. Further mechanistic studies are needed to clarify whether TTN is involved in RA immunopathology or reflects inflammation-related tissue remodeling.

Conclusion: Integrative analyses identify TTN as a potential RA-associated diagnostic biomarker requiring further experimental and clinical validation. Further studies are needed to clarify its mechanistic role and clinical utility in RA.

综合生物信息学鉴定TTN为类风湿关节炎的潜在诊断标志物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Current medicinal chemistry
Current medicinal chemistry 医学-生化与分子生物学
CiteScore
8.60
自引率
2.40%
发文量
468
审稿时长
3 months
期刊介绍: Aims & Scope Current Medicinal Chemistry covers all the latest and outstanding developments in medicinal chemistry and rational drug design. Each issue contains a series of timely in-depth reviews and guest edited thematic issues written by leaders in the field covering a range of the current topics in medicinal chemistry. The journal also publishes reviews on recent patents. Current Medicinal Chemistry is an essential journal for every medicinal chemist who wishes to be kept informed and up-to-date with the latest and most important developments.
×
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:604180095
Book学术官方微信
小红书