{"title":"氨基酸代谢相关基因的多组学整合分析鉴定了与乙型肝炎病毒相关的肝细胞癌存活相关的ACCS推定因果变异。","authors":"Xiaoxia Wei, Xiaobing Yang, Shuangdi Duan, Qiuling Lin, Moqin Qiu, Qiuping Wen, Qiuyan Mo, Zihan Zhou, Yanji Jiang, Peiqin Chen, Xiumei Liang, Ji Cao, Qian Guo, Hongping Yu, Yingchun Liu","doi":"10.1186/s12885-025-13604-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Amino acid metabolism (AAM) reprogramming plays a crucial role in hepatocellular carcinoma (HCC), but its genetic pathophysiology was not fully elucidated. Therefore, we employed a summary data-based Mendelian randomization (SMR) approach to identify putative causal effects of the AAM-related genes on hepatitis B virus (HBV)-HCC survival via integrating multi-omics data.</p><p><strong>Methods: </strong>Multivariate Cox proportional hazards regression models were used to evaluate associations between genetic variants of AAM-related genes and overall survival (OS) of HBV-HCC patients (n = 866). Next, we developed a pathway-specific genetic risk score (GRS) comprising variants in the AAM pathway. Subsequently, putative causal SNPs were prioritized using SMR by integrating HBV-HCC OS data with expression quantitative trait loci (eQTLs) and DNA methylation QTLs (mQTLs) from the blood, as well a eQTLs of liver tissues.</p><p><strong>Results: </strong>We identified 23 independent variants associated with HBV-HCC OS, and the pathway-specific GRS derived from the identified variants was a significant predictor of HBV-HCC OS. The addition of the GRS significantly improved the predictive performance of the 5-year survival model (AUC increased from 72.04% to 84.67%, P < 0.001). By integrating HBV-HCC OS associated with the eQTLs and mQTLs from the blood, we identified a putative causal variant rs2074038 across HBV-HCC OS, ACCS expression, and DNA methylation. Furthermore, the integration of liver eQTL data revealed that increased expression levels of ACCS by rs2074038 were associated with a worse HBV-HCC OS. Mechanistically, bioinformatics annotation and luciferase reporter assays further demonstrated that rs2074038 contributes to HBV-HCC progression by allele-specific regulation of the ACCS expression.</p><p><strong>Conclusions: </strong>This study identified rs2074038 as a novel functional SNP associated with poor HBV-HCC survival, likely mediated genetic regulation of ACCS expression. These findings suggest that ACCS is a potential therapeutic target and highlight the need for further validation in clinical settings.</p>","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":"25 1","pages":"284"},"PeriodicalIF":3.4000,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11834470/pdf/","citationCount":"0","resultStr":"{\"title\":\"Multi-omics integration analysis of the amino-acid metabolism-related genes identifies putatively causal variants of ACCS associated with hepatitis B virus-related hepatocellular carcinoma survival.\",\"authors\":\"Xiaoxia Wei, Xiaobing Yang, Shuangdi Duan, Qiuling Lin, Moqin Qiu, Qiuping Wen, Qiuyan Mo, Zihan Zhou, Yanji Jiang, Peiqin Chen, Xiumei Liang, Ji Cao, Qian Guo, Hongping Yu, Yingchun Liu\",\"doi\":\"10.1186/s12885-025-13604-3\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Amino acid metabolism (AAM) reprogramming plays a crucial role in hepatocellular carcinoma (HCC), but its genetic pathophysiology was not fully elucidated. Therefore, we employed a summary data-based Mendelian randomization (SMR) approach to identify putative causal effects of the AAM-related genes on hepatitis B virus (HBV)-HCC survival via integrating multi-omics data.</p><p><strong>Methods: </strong>Multivariate Cox proportional hazards regression models were used to evaluate associations between genetic variants of AAM-related genes and overall survival (OS) of HBV-HCC patients (n = 866). Next, we developed a pathway-specific genetic risk score (GRS) comprising variants in the AAM pathway. Subsequently, putative causal SNPs were prioritized using SMR by integrating HBV-HCC OS data with expression quantitative trait loci (eQTLs) and DNA methylation QTLs (mQTLs) from the blood, as well a eQTLs of liver tissues.</p><p><strong>Results: </strong>We identified 23 independent variants associated with HBV-HCC OS, and the pathway-specific GRS derived from the identified variants was a significant predictor of HBV-HCC OS. The addition of the GRS significantly improved the predictive performance of the 5-year survival model (AUC increased from 72.04% to 84.67%, P < 0.001). By integrating HBV-HCC OS associated with the eQTLs and mQTLs from the blood, we identified a putative causal variant rs2074038 across HBV-HCC OS, ACCS expression, and DNA methylation. Furthermore, the integration of liver eQTL data revealed that increased expression levels of ACCS by rs2074038 were associated with a worse HBV-HCC OS. Mechanistically, bioinformatics annotation and luciferase reporter assays further demonstrated that rs2074038 contributes to HBV-HCC progression by allele-specific regulation of the ACCS expression.</p><p><strong>Conclusions: </strong>This study identified rs2074038 as a novel functional SNP associated with poor HBV-HCC survival, likely mediated genetic regulation of ACCS expression. These findings suggest that ACCS is a potential therapeutic target and highlight the need for further validation in clinical settings.</p>\",\"PeriodicalId\":9131,\"journal\":{\"name\":\"BMC Cancer\",\"volume\":\"25 1\",\"pages\":\"284\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-02-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11834470/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BMC Cancer\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12885-025-13604-3\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Cancer","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12885-025-13604-3","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
Multi-omics integration analysis of the amino-acid metabolism-related genes identifies putatively causal variants of ACCS associated with hepatitis B virus-related hepatocellular carcinoma survival.
Background: Amino acid metabolism (AAM) reprogramming plays a crucial role in hepatocellular carcinoma (HCC), but its genetic pathophysiology was not fully elucidated. Therefore, we employed a summary data-based Mendelian randomization (SMR) approach to identify putative causal effects of the AAM-related genes on hepatitis B virus (HBV)-HCC survival via integrating multi-omics data.
Methods: Multivariate Cox proportional hazards regression models were used to evaluate associations between genetic variants of AAM-related genes and overall survival (OS) of HBV-HCC patients (n = 866). Next, we developed a pathway-specific genetic risk score (GRS) comprising variants in the AAM pathway. Subsequently, putative causal SNPs were prioritized using SMR by integrating HBV-HCC OS data with expression quantitative trait loci (eQTLs) and DNA methylation QTLs (mQTLs) from the blood, as well a eQTLs of liver tissues.
Results: We identified 23 independent variants associated with HBV-HCC OS, and the pathway-specific GRS derived from the identified variants was a significant predictor of HBV-HCC OS. The addition of the GRS significantly improved the predictive performance of the 5-year survival model (AUC increased from 72.04% to 84.67%, P < 0.001). By integrating HBV-HCC OS associated with the eQTLs and mQTLs from the blood, we identified a putative causal variant rs2074038 across HBV-HCC OS, ACCS expression, and DNA methylation. Furthermore, the integration of liver eQTL data revealed that increased expression levels of ACCS by rs2074038 were associated with a worse HBV-HCC OS. Mechanistically, bioinformatics annotation and luciferase reporter assays further demonstrated that rs2074038 contributes to HBV-HCC progression by allele-specific regulation of the ACCS expression.
Conclusions: This study identified rs2074038 as a novel functional SNP associated with poor HBV-HCC survival, likely mediated genetic regulation of ACCS expression. These findings suggest that ACCS is a potential therapeutic target and highlight the need for further validation in clinical settings.
期刊介绍:
BMC Cancer is an open access, peer-reviewed journal that considers articles on all aspects of cancer research, including the pathophysiology, prevention, diagnosis and treatment of cancers. The journal welcomes submissions concerning molecular and cellular biology, genetics, epidemiology, and clinical trials.