Identification of Potential Genes in Rheumatoid Arthritis-Associated Interstitial Lung Disease Using RNA-seq and In Vitro Analyses.

IF 2.8 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Cell Biochemistry and Function Pub Date : 2025-01-01 DOI:10.1002/cbf.70033
Liu-Yan Nie, Kun Zhao, Cheng Xu, Wen-Juan Zhang, Xin Huang, Yong-Mei Han
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Abstract

Rheumatoid arthritis-associated interstitial lung disease (RA-ILD) is an increasingly recognized extra-articular manifestations (EAMs) in the RA, with highly morbidity and mortality. The identification of key molecules involved in RA-ILD has a high requirement in clinic, and the role of their transcriptional regulation in the etiology of RA-ILD is great significant for investigation. In this study, we collected the whole peripheral blood samples of RA-ILD and RA only patients to bulk RNA-sequence. Differential gene expression analysis was employed to identify key genes, common pathways, and potential drug targets for RA-ILD. Furthermore, RT-qPCR was conducted to verify potential biomarkers in RA-ILD. Four hundred seventy-eight differentially expressed genes (DEGs) were identified that related to chromatin-modifying enzymes. A robust correlation with immune and inflammation biological processes and pathways was indicated through enrichment analyses of these shared DEGs, like B cell receptor signaling pathway, complement activation, NF-kappa B signaling pathway. Protein-protein interaction network analysis further emphasized the significance of 12 hub genes, including CHD4, MUS81, CXCL8, NSUN6, RAD9A, CCL4, B3GAT1, KAT2A, TBX21, HDAC2, ERBB2, and ITGAL. Notably, NSUN6 expression was statistically significant in RA-ILD by the machine learning LASSO regression analysis and RT-qPCR. Our study provides novel insights into the molecular mechanisms of RA-ILD, identifies potential biomarkers, and lays the groundwork for future therapeutic strategies.

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利用RNA-seq和体外分析鉴定类风湿关节炎相关间质性肺疾病的潜在基因
类风湿关节炎相关间质性肺疾病(RA- ild)是一种越来越被认可的关节炎关节外表现(EAMs),具有很高的发病率和死亡率。临床对RA-ILD关键分子的鉴定要求较高,其转录调控在RA-ILD病因学研究中的作用具有重要意义。在本研究中,我们采集RA- ild和RA单纯性患者的全外周血样本,以扩增rna序列。差异基因表达分析用于鉴定RA-ILD的关键基因、共同通路和潜在药物靶点。此外,采用RT-qPCR验证RA-ILD的潜在生物标志物。鉴定出478个与染色质修饰酶相关的差异表达基因(deg)。通过富集分析这些共享的DEGs,如B细胞受体信号通路、补体激活、nf - κ B信号通路,表明它们与免疫和炎症生物学过程和途径具有很强的相关性。蛋白-蛋白相互作用网络分析进一步强调了CHD4、MUS81、CXCL8、NSUN6、RAD9A、CCL4、B3GAT1、KAT2A、TBX21、HDAC2、ERBB2、ITGAL等12个枢纽基因的重要意义。值得注意的是,通过机器学习LASSO回归分析和RT-qPCR, NSUN6在RA-ILD中的表达具有统计学意义。我们的研究为RA-ILD的分子机制提供了新的见解,确定了潜在的生物标志物,并为未来的治疗策略奠定了基础。
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来源期刊
Cell Biochemistry and Function
Cell Biochemistry and Function 生物-生化与分子生物学
CiteScore
6.20
自引率
0.00%
发文量
93
审稿时长
6-12 weeks
期刊介绍: Cell Biochemistry and Function publishes original research articles and reviews on the mechanisms whereby molecular and biochemical processes control cellular activity with a particular emphasis on the integration of molecular and cell biology, biochemistry and physiology in the regulation of tissue function in health and disease. The primary remit of the journal is on mammalian biology both in vivo and in vitro but studies of cells in situ are especially encouraged. Observational and pathological studies will be considered providing they include a rational discussion of the possible molecular and biochemical mechanisms behind them and the immediate impact of these observations to our understanding of mammalian biology.
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