{"title":"An integrative multi-omics study to identify candidate DNA methylation biomarkers associated with gastric cancer prognosis","authors":"Jingjing Gu, Yanling Wu, Wenyue Tao, Junyi Xin, Hanting Liu, Weida Gong, Qinghong Zhao, Haiyan Chu, Mulong Du, Meilin Wang, Dongmei Wu, Guoquan Tao, Zhengdong Zhang","doi":"10.1007/s00204-025-04118-9","DOIUrl":null,"url":null,"abstract":"<div><p>Aberrant DNA methylation (DNAm) is the most well-defined epigenetic hallmark in gastric cancer (GC), which may be associated with a variety of risk factors exposure. In this study, leveraging the multi-omics data of Genome-wide association studies (GWAS), methylation quantitative trait locus (mQTL) and expression quantitative trait locus (eQTL) collected from The Cancer Genome Atlas (TCGA), Genotype-Tissue Expression (GTEx) Project and Gene Expression Omnibus (GEO) database, a joint analysis of cox proportional hazard regression and Summary-data-based Mendelian randomization (SMR) analysis were adapted to investigate the causal associations of DNAm, gene expression and the GC prognosis. The results showed the causal association of hypermethylation of cg16007185, down-regulation of <i>TMX1</i>, and poorer prognosis of GC patients. Mendelian randomization (MR) analysis revealed that exposure to PCB-99, a type of polychlorinated biphenyl, might lead to the hypermethylation of cg16007185. Mediation analysis showed the borderline mediation role of <i>TMX1</i> in the association between cg16007185 and GC survival, with an indirect effect (IE) of 5.24% (<i>P</i> = 0.102). Weighted correlation network analysis (WGCNA) and enrichment analysis predicted that <i>TMX1</i> was involved in the cell proliferation pathway. In vitro experiments validated that promoter hypomethylation could promote the <i>TMX1</i> expression, which inhibited the proliferation and metastatic ability of GC cells. Overall, our results suggest that the hypermethylation of cg16007185, a result of PCB-99 exposure, may promote the poor prognosis of GC patients by decreasing the <i>TMX1</i> expression.</p></div>","PeriodicalId":8329,"journal":{"name":"Archives of Toxicology","volume":"99 10","pages":"4067 - 4080"},"PeriodicalIF":6.9000,"publicationDate":"2025-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Archives of Toxicology","FirstCategoryId":"3","ListUrlMain":"https://link.springer.com/article/10.1007/s00204-025-04118-9","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"TOXICOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Aberrant DNA methylation (DNAm) is the most well-defined epigenetic hallmark in gastric cancer (GC), which may be associated with a variety of risk factors exposure. In this study, leveraging the multi-omics data of Genome-wide association studies (GWAS), methylation quantitative trait locus (mQTL) and expression quantitative trait locus (eQTL) collected from The Cancer Genome Atlas (TCGA), Genotype-Tissue Expression (GTEx) Project and Gene Expression Omnibus (GEO) database, a joint analysis of cox proportional hazard regression and Summary-data-based Mendelian randomization (SMR) analysis were adapted to investigate the causal associations of DNAm, gene expression and the GC prognosis. The results showed the causal association of hypermethylation of cg16007185, down-regulation of TMX1, and poorer prognosis of GC patients. Mendelian randomization (MR) analysis revealed that exposure to PCB-99, a type of polychlorinated biphenyl, might lead to the hypermethylation of cg16007185. Mediation analysis showed the borderline mediation role of TMX1 in the association between cg16007185 and GC survival, with an indirect effect (IE) of 5.24% (P = 0.102). Weighted correlation network analysis (WGCNA) and enrichment analysis predicted that TMX1 was involved in the cell proliferation pathway. In vitro experiments validated that promoter hypomethylation could promote the TMX1 expression, which inhibited the proliferation and metastatic ability of GC cells. Overall, our results suggest that the hypermethylation of cg16007185, a result of PCB-99 exposure, may promote the poor prognosis of GC patients by decreasing the TMX1 expression.
期刊介绍:
Archives of Toxicology provides up-to-date information on the latest advances in toxicology. The journal places particular emphasis on studies relating to defined effects of chemicals and mechanisms of toxicity, including toxic activities at the molecular level, in humans and experimental animals. Coverage includes new insights into analysis and toxicokinetics and into forensic toxicology. Review articles of general interest to toxicologists are an additional important feature of the journal.