Dou Huixin, Wu Ruiqing, Wang Hao, Wang Xiaoyan, Su Yingying
Department of Stomatology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
Clin Rheumatol. 2025 Apr 28. doi: 10.1007/s10067-025-07460-6.
To identify and verify potential biomarkers for primary Sjögren's disease (pSjD) using bioinformatics analysis and explore the molecular immune mechanisms of biomarkers.male-to-female ratio of 1:9 METHODS: The pSjD datasets were downloaded from the Gene Expression Omnibus (GEO) database. Differential expression analysis, weighted gene co-expression network analysis (WGCNA) and functional analysis were conducted. PPI network analysis was performed and the hub genes were screened by Cytoscape software. The diagnostic value was assessed by receiver operating characteristic (ROC) analysis. To explore biomarker-immune cell relations, we used CIBERSORT for cell-type identification, combined with scRNA-seq data. Lastly, we validated the expression of the biomarker in human samples.
A total of 96 overlapping genes, including 1 downregulated and 95 upregulated genes, were obtained. Based on the enrichment analysis, these overlapping genes were mapped to terms related to the functions and regulation of the immune system. CCR5 was identified as a critical biomarker and demonstrated high diagnostic accuracy for pSjD. From CIBERSORT analysis, CCR5 was significantly associated with diverse immune cells. Further scRNA-seq analysis indicated that CCR5 was specifically upregulated in T cells of pSjD salivary gland tissues, which was confirmed in pSjD patients.
Our findings show the role of CCR5 in pSjD, mediated by immune mechanisms. CCR5 is localized in T cells of pSjD salivary glands. Elevated CCR5 expression may be a key biomarker, and increased CCR5 + T cells could aid future diagnosis, prognosis, and treatment of pSjD.
利用生物信息学分析鉴定并验证原发性干燥综合征(pSjD)的潜在生物标志物,并探讨生物标志物的分子免疫机制。男女比例为1:9 方法:从基因表达综合数据库(GEO)下载pSjD数据集。进行差异表达分析、加权基因共表达网络分析(WGCNA)和功能分析。进行蛋白质-蛋白质相互作用(PPI)网络分析,并通过Cytoscape软件筛选枢纽基因。通过受试者工作特征(ROC)分析评估诊断价值。为了探索生物标志物与免疫细胞的关系,我们使用CIBERSORT进行细胞类型鉴定,并结合单细胞RNA测序(scRNA-seq)数据。最后,我们在人类样本中验证了生物标志物的表达。
共获得96个重叠基因,其中1个下调基因和95个上调基因。基于富集分析,这些重叠基因被映射到与免疫系统功能和调节相关的术语。CCR5被鉴定为关键生物标志物,并显示出对pSjD的高诊断准确性。从CIBERSORT分析来看,CCR5与多种免疫细胞显著相关。进一步的scRNA-seq分析表明,CCR5在pSjD唾液腺组织的T细胞中特异性上调,这在pSjD患者中得到了证实。
我们的研究结果显示了CCR5在pSjD中的作用,由免疫机制介导。CCR5定位于pSjD唾液腺的T细胞中。CCR5表达升高可能是一个关键生物标志物,CCR5 + T细胞增加可能有助于未来pSjD的诊断、预后和治疗。