Utilising bioinformatics and systems biology methods to uncover the impact of dermatomyositis on interstitial lung disease.

IF 3.4 4区 医学 Q2 RHEUMATOLOGY Clinical and experimental rheumatology Pub Date : 2025-01-03 DOI:10.55563/clinexprheumatol/fok820
Rui Ding, Di Liang, Shimei Huang, Xiaojing Huang, Bo Wei, Sirui Wan, Hongjian Zhang, Zheng Wan
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Abstract

Objectives: Dermatomyositis (DM) is frequently associated with interstitial lung disease (ILD); however, the molecular mechanisms underlying this association remain unclear. This study aimed to employ bioinformatics approaches to identify potential molecular mechanisms linking DM and ILD.

Methods: GSE46239 and GSE47162 were analysed to identify common differentially expressed genes (DEGs). These DEGs underwent Gene Ontology (GO) and Kyoto Encyclopaedia of Genes and Genomes (KEGG) pathway enrichment analysis. A protein-protein interaction (PPI) network was constructed to identify hub genes and transcriptional regulators. Potential therapeutic drugs were predicted using the Drug-Gene Interaction Database (DGIDB).

Results: A total of 122 common DEGs were identified between the DM and ILD datasets. These DEGs were significantly enriched in signal transduction, transcriptional regulation, inflammation, and cell proliferation. Key pathways included the NOD-like receptor signalling pathway, cytokine-cytokine receptor interaction, and TNF signalling pathway. PPI network analysis revealed the top 10 hub genes: CD163, GZMB, IRF4, CCR7, MMP9, AIF1, CXCL10, CCL5, IRF8, and NLRP3. Additionally, interactions between hub genes and transcription factors/miRNAs were constructed. Eleven drugs targeting four hub genes (CXCL10, MMP9, GZMB, and NLRP3) were predicted using the DGIDB.

Conclusions: In summary, the study identified 10 key genes involved in the molecular pathogenesis of DM and ILD. Moreover, 11 potential drugs were identified that may offer viable therapeutic options for treating DM and ILD in the future.

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利用生物信息学和系统生物学方法揭示皮肌炎对间质性肺疾病的影响。
目的:皮肌炎(DM)常与间质性肺疾病(ILD)相关;然而,这种关联的分子机制尚不清楚。本研究旨在利用生物信息学方法确定DM和ILD之间的潜在分子机制。方法:对GSE46239和GSE47162进行分析,鉴定共同差异表达基因(DEGs)。对这些基因片段进行基因本体(GO)和京都基因与基因组百科全书(KEGG)途径富集分析。构建蛋白相互作用(PPI)网络,鉴定中心基因和转录调控因子。利用药物-基因相互作用数据库(DGIDB)预测潜在的治疗药物。结果:在DM和ILD数据集之间共鉴定出122个共同的deg。这些deg在信号转导、转录调节、炎症和细胞增殖中显著富集。关键通路包括nod样受体信号通路、细胞因子-细胞因子受体相互作用和TNF信号通路。PPI网络分析显示,前10位枢纽基因为CD163、GZMB、IRF4、CCR7、MMP9、AIF1、CXCL10、CCL5、IRF8和NLRP3。此外,还构建了枢纽基因与转录因子/ mirna之间的相互作用。使用DGIDB预测了11种靶向4个中心基因(CXCL10、MMP9、GZMB和NLRP3)的药物。结论:综上所述,本研究确定了10个参与DM和ILD分子发病机制的关键基因。此外,11种潜在的药物被确定为未来治疗糖尿病和ILD提供可行的治疗选择。
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来源期刊
CiteScore
6.10
自引率
18.90%
发文量
377
审稿时长
3-6 weeks
期刊介绍: Clinical and Experimental Rheumatology is a bi-monthly international peer-reviewed journal which has been covering all clinical, experimental and translational aspects of musculoskeletal, arthritic and connective tissue diseases since 1983.
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