Exploration of the pathogenesis of Sjogren's syndrome via DNA methylation and transcriptome analyses

被引:2
|
作者
Du, Yu [1 ]
Li, Jie [2 ]
Wu, Jianhong [3 ]
Zeng, Fanxin [2 ]
He, Chengsong [1 ]
机构
[1] Southwest Med Univ, Affiliated Hosp, Dept Rheumatol & Immunol, Luzhou, Peoples R China
[2] Dazhou Cent Hosp, Dept Clin Res Ctr, Dazhou, Peoples R China
[3] Dazhou Cent Hosp, Dept Rheumatol & Immunol, Dazhou, Peoples R China
关键词
Bioinformatics; DNA methylation; Hub genes; Sjogren's syndrome (SS); SYSTEMIC-LUPUS-ERYTHEMATOSUS; SALIVARY-GLANDS; HLA-DP; CLASSIFICATION CRITERIA; AMERICAN-COLLEGE; CD4+T CELLS; DATA-DRIVEN; EXPRESSION; GENE; PHENOTYPES;
D O I
10.1007/s10067-022-06200-4
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objectives Sjogren's syndrome (SS), a systemic autoimmune disorder, is characterized by dry mouth and eyes. However, SS pathogenesis is poorly understood. We performed bioinformatics analysis to investigate the potential targets and molecular pathogenesis of SS. Methods Gene expression profiles (GSE157159) and methylation data (GSE110007) associated with SS patients were obtained from the Gene Expression Omnibus (GEO) database. Differentially methylated positions (DMPs) and differentially expressed genes (DEGs) were identified by the R package limma. The potential biological functions of DEGs were determined using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. Key DMPs were selected by overlap and the shrunken centroid algorithm, and corresponding genes were identified as hub genes, with their diagnostic value assessed by receiver operating characteristic (ROC) curves. The potential molecular mechanisms of hub genes were analyzed by protein-protein interaction (PPI) networks and single-gene gene set enrichment analysis (GSEA). Peripheral blood mononuclear cells (PBMCs) were collected from control and SS patients at The Affiliated Hospital of Southwest Medical University and Dazhou Central Hospital. The mRNA levels of hub genes were verified by quantitative real-time polymerase chain reaction (qRT-PCR). Results We identified 788 DMPs and 2457 DEGs between the two groups. Functional enrichment analysis suggested that the DEGs were significantly enriched in T cell activation, leukocyte cell-cell adhesion, and cytokine-cytokine receptor interaction. TSS200, TSS1500, and 1stExon were identified as highly enriched areas of differentially methylated promoter CpG islands (DMCIs). In total, 61 differentially methylated genes (DMGs) were identified by the overlap of 2457 DEGs and 507 genes related to DMPs (DMPGs), of which 21 genes located near TSS200, TSS1500, and 1stExon were selected. Then, three key DMPs and the corresponding hub genes (RUNX3, HLA-DPA1, and CD6) were screened by the shrunken centroid algorithm and calculated to have areas under the ROC curve of 1.000, 0.931, and 0.986, respectively, indicating good diagnostic value. The GSEA results suggested that all three hub genes were highly associated with the immune response. Finally, positive mRNA expression of the three hub genes in clinical SS samples was verified by qRT-PCR, consistent with the GSE157159 data. Conclusions The identification of three hub genes provides novel insight into molecular mechanisms and therapeutic targets for SS.
引用
收藏
页码:2765 / 2777
页数:13
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