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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病的影响。

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

作者信息

Ding Rui, Liang Di, Huang Shimei, Huang Xiaojing, Wei Bo, Wan Sirui, Zhang Hongjian, Wan Zheng

机构信息

Department of Rheumatology and Immunology, Zhongshan Hospital Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, China.

Department of Oncology and Vascular Interventional Radiology, Zhongshan Hospital Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, China.

出版信息

Clin Exp Rheumatol. 2025 Feb;43(2):282-289. doi: 10.55563/clinexprheumatol/fok820. Epub 2025 Jan 3.

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.

摘要

目的

皮肌炎(DM)常与间质性肺疾病(ILD)相关;然而,这种关联背后的分子机制仍不清楚。本研究旨在采用生物信息学方法来确定连接DM和ILD的潜在分子机制。

方法

分析GSE46239和GSE47162以鉴定共同的差异表达基因(DEG)。这些DEG进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)通路富集分析。构建蛋白质-蛋白质相互作用(PPI)网络以鉴定枢纽基因和转录调节因子。使用药物-基因相互作用数据库(DGIDB)预测潜在治疗药物。

结果

在DM和ILD数据集中共鉴定出122个共同的DEG。这些DEG在信号转导、转录调节、炎症和细胞增殖方面显著富集。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网络分析揭示了前10个枢纽基因:CD163、GZMB、IRF4、CCR7、MMP9、AIF1、CXCL10、CCL5、IRF8和NLRP3。此外,构建了枢纽基因与转录因子/miRNA之间的相互作用。使用DGIDB预测了针对四个枢纽基因(CXCL10、MMP9、GZMB和NLRP3)的11种药物。

结论

总之,该研究鉴定出10个参与DM和ILD分子发病机制的关键基因。此外,还鉴定出11种潜在药物,未来可能为治疗DM和ILD提供可行的治疗选择。

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