Integrated Transcriptome Analysis Reveals Molecular Subtypes and ceRNA Networks in Multiple Sclerosis.

IF 2.1 Q3 CLINICAL NEUROLOGY
Degenerative neurological and neuromuscular disease Pub Date : 2024-12-21 eCollection Date: 2024-01-01 DOI:10.2147/DNND.S491211
Caili Ji, Li Ding, Fumin Jia, Zhiyong Zhang, Cong Long
{"title":"Integrated Transcriptome Analysis Reveals Molecular Subtypes and ceRNA Networks in Multiple Sclerosis.","authors":"Caili Ji, Li Ding, Fumin Jia, Zhiyong Zhang, Cong Long","doi":"10.2147/DNND.S491211","DOIUrl":null,"url":null,"abstract":"<p><strong>Aim: </strong>Multiple sclerosis (MS) is a chronic autoimmune disease affecting the central nervous system (CNS). While extensively studied, its molecular subtypes and mechanisms remain poorly understood, hindering the identification of effective therapeutic targets.</p><p><strong>Methods: </strong>We used ConsensusClusterPlus to analyze transcriptome data from 215 MS patient samples, identifying distinct molecular subtypes. Differential expression analysis and variability assessments were conducted to further characterize these subtypes. Additionally, circular RNAs (circRNAs) and microRNAs (miRNAs) were screened for potential ceRNA interactions.</p><p><strong>Results: </strong>Three molecular subtypes were identified: MS-<i>FCRL1</i> (C1), MS-<i>BTG1</i> (C2), and MS-<i>RPL38</i> (C3). Each subtype was involved in key MS-related pathways (as annotated by KEGG), but the core genes regulating these pathways differed significantly among the subtypes. Subtype C3 exhibited neurodegenerative pathway enrichment, increased immune activity, and immune cell infiltration, suggesting a more severe disease course. Further analysis revealed 18 differentially expressed circRNAs and 22 miRNAs, with <i>EEF1D</i> and <i>TUBA1A</i> as hub targets in C3.</p><p><strong>Discussion: </strong>Differential activation of immune pathways across MS subtypes suggests specific gene expression drives disease heterogeneity. We propose a circ_0045537/miR-196a-5p/<i>TUBA1A</i> axis in subtype C3, modulating microtubule dynamics and worsening MS severity.</p>","PeriodicalId":93972,"journal":{"name":"Degenerative neurological and neuromuscular disease","volume":"14 ","pages":"115-130"},"PeriodicalIF":2.1000,"publicationDate":"2024-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11669277/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Degenerative neurological and neuromuscular disease","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2147/DNND.S491211","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Aim: Multiple sclerosis (MS) is a chronic autoimmune disease affecting the central nervous system (CNS). While extensively studied, its molecular subtypes and mechanisms remain poorly understood, hindering the identification of effective therapeutic targets.

Methods: We used ConsensusClusterPlus to analyze transcriptome data from 215 MS patient samples, identifying distinct molecular subtypes. Differential expression analysis and variability assessments were conducted to further characterize these subtypes. Additionally, circular RNAs (circRNAs) and microRNAs (miRNAs) were screened for potential ceRNA interactions.

Results: Three molecular subtypes were identified: MS-FCRL1 (C1), MS-BTG1 (C2), and MS-RPL38 (C3). Each subtype was involved in key MS-related pathways (as annotated by KEGG), but the core genes regulating these pathways differed significantly among the subtypes. Subtype C3 exhibited neurodegenerative pathway enrichment, increased immune activity, and immune cell infiltration, suggesting a more severe disease course. Further analysis revealed 18 differentially expressed circRNAs and 22 miRNAs, with EEF1D and TUBA1A as hub targets in C3.

Discussion: Differential activation of immune pathways across MS subtypes suggests specific gene expression drives disease heterogeneity. We propose a circ_0045537/miR-196a-5p/TUBA1A axis in subtype C3, modulating microtubule dynamics and worsening MS severity.

综合转录组分析揭示多发性硬化症的分子亚型和ceRNA网络。
目的:多发性硬化(MS)是一种影响中枢神经系统(CNS)的慢性自身免疫性疾病。虽然被广泛研究,但其分子亚型和机制仍然知之甚少,阻碍了有效治疗靶点的确定。方法:我们使用ConsensusClusterPlus分析215例MS患者样本的转录组数据,确定不同的分子亚型。进行差异表达分析和变异性评估以进一步表征这些亚型。此外,环状rna (circRNAs)和微rna (miRNAs)被筛选潜在的ceRNA相互作用。结果:鉴定出MS-FCRL1 (C1)、MS-BTG1 (C2)和MS-RPL38 (C3)三个分子亚型。每个亚型都参与关键的ms相关通路(如KEGG注释),但调节这些通路的核心基因在亚型之间存在显著差异。C3亚型表现为神经退行性通路富集,免疫活性增加,免疫细胞浸润,提示病程更严重。进一步分析发现18个差异表达的circrna和22个mirna,其中EEF1D和TUBA1A是C3中的枢纽靶点。讨论:MS亚型间免疫通路的差异激活表明,特定基因表达驱动疾病异质性。我们提出circ_0045537/miR-196a-5p/TUBA1A轴在C3亚型中,调节微管动力学和恶化MS严重程度。
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
自引率
0.00%
发文量
0
×
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