{"title":"通过转录组分析鉴定原发性Sjögren综合征与原发性胆汁性肝硬化之间的串扰基因。","authors":"Tian Tao, Lizeyu Lv, Jun Chen, Yuchi He, Jialong Jia, Ling Wu, Bojun Xu, Liangbin Zhao","doi":"10.1007/s10620-025-08917-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Growing evidence points a connection between Primary Sjögren's Syndrome (pSS) and Primary Biliary Cholangitis (PBC). This study seeks to identify the crosstalk genes between them.</p><p><strong>Method: </strong>Transcriptomic datasets for pSS (GSE66795) and PBC (GSE119600) were sourced from the Gene Expression Omnibus (GEO) database. Common genes between these two conditions were detected using Differential Expression Analysis and Weighted Gene Co-expression Network Analysis (WGCNA). Potential crosstalk genes were pinpointed through Least Absolute Shrinkage and Selection Operator (LASSO) regression. Validation of these genes were performed through single-sample gene set enrichment analysis (ssGSEA), multivariable logistic regression, and single-cell transcriptome analysis.</p><p><strong>Result: </strong>Differential expression analysis showed 339 commonly upregulated DEGs in both pSS and PBC. WGCNA analysis revealed 11 modules associated with pSS and 7 modules associated with PBC. Subsequently, 56 core genes were found to overlap between the genes identified by differential expression analysis and WGCNA. LASSO regression identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 as pivotal crosstalk genes for both pSS and PBC. Moreover, ssGSEA analysis and multivariable logistic regression underscored the potential of these 7 genes as crosstalk genes. Single-cell analyses revealed higher proportions of NK cells, CD4+ T cells, and CD8+ T cells in pSS patients, with prominent expression of CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 in these cells.</p><p><strong>Conclusion: </strong>Our study identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L and MUC1 as crosstalk genes between pSS and PBC, and highlighted the critical role of NK cells, CD4+ T cells and CD8+ T cells in disease mechanisms.</p>","PeriodicalId":11378,"journal":{"name":"Digestive Diseases and Sciences","volume":" ","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2025-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identification of Crosstalk Genes Between Primary Sjögren's Syndrome and Primary Biliary Cirrhosis by Transcriptome Analysis.\",\"authors\":\"Tian Tao, Lizeyu Lv, Jun Chen, Yuchi He, Jialong Jia, Ling Wu, Bojun Xu, Liangbin Zhao\",\"doi\":\"10.1007/s10620-025-08917-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Growing evidence points a connection between Primary Sjögren's Syndrome (pSS) and Primary Biliary Cholangitis (PBC). This study seeks to identify the crosstalk genes between them.</p><p><strong>Method: </strong>Transcriptomic datasets for pSS (GSE66795) and PBC (GSE119600) were sourced from the Gene Expression Omnibus (GEO) database. Common genes between these two conditions were detected using Differential Expression Analysis and Weighted Gene Co-expression Network Analysis (WGCNA). Potential crosstalk genes were pinpointed through Least Absolute Shrinkage and Selection Operator (LASSO) regression. Validation of these genes were performed through single-sample gene set enrichment analysis (ssGSEA), multivariable logistic regression, and single-cell transcriptome analysis.</p><p><strong>Result: </strong>Differential expression analysis showed 339 commonly upregulated DEGs in both pSS and PBC. WGCNA analysis revealed 11 modules associated with pSS and 7 modules associated with PBC. Subsequently, 56 core genes were found to overlap between the genes identified by differential expression analysis and WGCNA. LASSO regression identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 as pivotal crosstalk genes for both pSS and PBC. Moreover, ssGSEA analysis and multivariable logistic regression underscored the potential of these 7 genes as crosstalk genes. Single-cell analyses revealed higher proportions of NK cells, CD4+ T cells, and CD8+ T cells in pSS patients, with prominent expression of CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 in these cells.</p><p><strong>Conclusion: </strong>Our study identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L and MUC1 as crosstalk genes between pSS and PBC, and highlighted the critical role of NK cells, CD4+ T cells and CD8+ T cells in disease mechanisms.</p>\",\"PeriodicalId\":11378,\"journal\":{\"name\":\"Digestive Diseases and Sciences\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-04-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Digestive Diseases and Sciences\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s10620-025-08917-z\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digestive Diseases and Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10620-025-08917-z","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
Identification of Crosstalk Genes Between Primary Sjögren's Syndrome and Primary Biliary Cirrhosis by Transcriptome Analysis.
Background: Growing evidence points a connection between Primary Sjögren's Syndrome (pSS) and Primary Biliary Cholangitis (PBC). This study seeks to identify the crosstalk genes between them.
Method: Transcriptomic datasets for pSS (GSE66795) and PBC (GSE119600) were sourced from the Gene Expression Omnibus (GEO) database. Common genes between these two conditions were detected using Differential Expression Analysis and Weighted Gene Co-expression Network Analysis (WGCNA). Potential crosstalk genes were pinpointed through Least Absolute Shrinkage and Selection Operator (LASSO) regression. Validation of these genes were performed through single-sample gene set enrichment analysis (ssGSEA), multivariable logistic regression, and single-cell transcriptome analysis.
Result: Differential expression analysis showed 339 commonly upregulated DEGs in both pSS and PBC. WGCNA analysis revealed 11 modules associated with pSS and 7 modules associated with PBC. Subsequently, 56 core genes were found to overlap between the genes identified by differential expression analysis and WGCNA. LASSO regression identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 as pivotal crosstalk genes for both pSS and PBC. Moreover, ssGSEA analysis and multivariable logistic regression underscored the potential of these 7 genes as crosstalk genes. Single-cell analyses revealed higher proportions of NK cells, CD4+ T cells, and CD8+ T cells in pSS patients, with prominent expression of CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L, and MUC1 in these cells.
Conclusion: Our study identified CX3CR1, ELF1, CUL1, PARP3, DDX60, SP140L and MUC1 as crosstalk genes between pSS and PBC, and highlighted the critical role of NK cells, CD4+ T cells and CD8+ T cells in disease mechanisms.
期刊介绍:
Digestive Diseases and Sciences publishes high-quality, peer-reviewed, original papers addressing aspects of basic/translational and clinical research in gastroenterology, hepatology, and related fields. This well-illustrated journal features comprehensive coverage of basic pathophysiology, new technological advances, and clinical breakthroughs; insights from prominent academicians and practitioners concerning new scientific developments and practical medical issues; and discussions focusing on the latest changes in local and worldwide social, economic, and governmental policies that affect the delivery of care within the disciplines of gastroenterology and hepatology.