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通过综合生物信息学分析鉴定类风湿关节炎中潜在的铁死亡关键基因和免疫浸润

Identification of potential ferroptosis key genes and immune infiltration in rheumatoid arthritis by integrated bioinformatics analysis.

作者信息

Fan Yihua, Li Yuan, Fu Xiaoyan, Peng Jing, Chen Yuchi, Chen Tao, Zhang Di

机构信息

Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu 610072, Sichuan Province, China.

Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan 250011, Shandong Province, China.

出版信息

Heliyon. 2023 Oct 18;9(11):e21167. doi: 10.1016/j.heliyon.2023.e21167. eCollection 2023 Nov.

Abstract

OBJECTIVE

Ferroptosis is of vital importance in the development of Rheumatoid arthritis (RA). The purpose of this project is to clarify the potential ferroptosis-related genes, pathways, and immune infiltration in RA by bioinformatics analysis.

METHODS

We acquired ferroptosis-related genes (FRGs) from Ferroptosis database (FerrDb). We obtained the Gene dataset of RA (GSE55235) from the Gene Expression Omnibus (GEO) Database, screened the differentially expressed genes (DEGs) in RA and control samples, and then took the intersection of it and FRGs. Aiming to construct the protein-protein interaction (PPI) networks of the FRGs-DEGs, STRING database and Cytoscape software 3.7.0 would be used. Furthermore, hub genes were identified by CytoNCA, a Cytoscape plug-in. The gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment of FRGs-DEGs were performed.

RESULTS

We identified 34 FRGs-DEGs, including 7 upregulated and 27 downregulated genes by taking the intersection of the FRGs and DEGs. PPI analysis identified a total of 3 hub genes(VEGFA, PTGS2, and JUN). GO enrichment analyses and KEGG Pathway enrichment displayed that the FRGs-DEGs are involved in the response to oxidative stress and corticosteroid, heme binding, FoxO-signal pathway. Results of immune infiltration displayed that increased infiltration of T cells, while Macrophages M2 less may be related to the occurrence of RA.

CONCLUSION

The hub genes involved in ferroptosis in RA may be VEGFA, PTGS2, and JUN, which are mainly involved in FoxO-signal pathway. T cell, Mac, and plasma cells may be involved in the regulation of RA-joints-synovial-inflammation.

摘要

目的

铁死亡在类风湿关节炎(RA)的发展中至关重要。本项目的目的是通过生物信息学分析阐明RA中潜在的铁死亡相关基因、途径和免疫浸润情况。

方法

我们从铁死亡数据库(FerrDb)获取铁死亡相关基因(FRGs)。从基因表达综合数据库(GEO)获得RA的基因数据集(GSE55235),筛选RA和对照样本中的差异表达基因(DEGs),然后取其与FRGs的交集。为构建FRGs-DEGs的蛋白质-蛋白质相互作用(PPI)网络,将使用STRING数据库和Cytoscape软件3.7.0。此外,通过Cytoscape插件CytoNCA鉴定枢纽基因。对FRGs-DEGs进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)途径富集分析。

结果

通过取FRGs和DEGs的交集,我们鉴定出34个FRGs-DEGs,包括7个上调基因和27个下调基因。PPI分析共鉴定出3个枢纽基因(VEGFA、PTGS2和JUN)。GO富集分析和KEGG途径富集显示,FRGs-DEGs参与氧化应激和皮质类固醇反应、血红素结合、FoxO信号通路。免疫浸润结果显示,T细胞浸润增加,而M2巨噬细胞较少可能与RA的发生有关。

结论

RA中参与铁死亡的枢纽基因可能是VEGFA、PTGS2和JUN,它们主要参与FoxO信号通路。T细胞、巨噬细胞和浆细胞可能参与RA关节滑膜炎症的调节。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f65/10618794/f4b245588852/gr1.jpg

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