Xiaofen Wen, Shulv Weng, Minna Chen, Danxia Lin, Wenwu Xue, De Zeng, Jiaxin Shen
{"title":"Human endogenous retrovirus ERVK3-1 characterizes a metabolically active and immunosuppressive subtype of liver cancer.","authors":"Xiaofen Wen, Shulv Weng, Minna Chen, Danxia Lin, Wenwu Xue, De Zeng, Jiaxin Shen","doi":"10.1186/s12985-025-02928-y","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Human endogenous retroviruses (HERVs), particularly the HERV-K family, are increasingly recognized for their roles in cancer biology, yet the function of ERVK3-1 (HERVK_3p21.31) in liver hepatocellular carcinoma (LIHC) remains largely unexplored.</p><p><strong>Methods: </strong>We analyzed transcriptomic data from the TCGA-LIHC cohort to identify differentially expressed genes (DEGs) between high and low ERVK3-1 expression groups, followed by functional enrichment analyses (GO, KEGG, GSEA), protein-protein interaction (PPI) network construction, and hub gene identification. The immunological relevance of ERVK3-1 was assessed through TIP immune cycle analysis, single-cell RNA sequencing datasets, and correlation with immune checkpoint expression. Immunotherapy responsiveness was evaluated using TIDE and TCIA databases.</p><p><strong>Results: </strong>High ERVK3-1 expression was associated with enrichment in metabolic and oxidative stress-related pathways, while low expression correlated with cell cycle and DNA replication. PPI analysis revealed mitosis-related hub genes (e.g., CCNB1, CDK1). ERVK3-1 expression promoted early immune cell recruitment but was inversely correlated with later stages of the cancer immunity cycle, including immune infiltration and T-cell killing. Single-cell data showed high ERVK3-1 expression in immunosuppressive subsets, alongside positive associations with inhibitory immune checkpoints (e.g., PD-1, CTLA-4, TIM-3). High ERVK3-1 expression also correlated with greater immune evasion and reduced immunotherapy responsiveness.</p><p><strong>Conclusions: </strong>ERVK3-1 plays a multifaceted role in LIHC progression, contributing to metabolic reprogramming, immune suppression, and resistance to immunotherapy. These findings highlight ERVK3-1 as a potential prognostic biomarker and therapeutic target in liver cancer.</p>","PeriodicalId":23616,"journal":{"name":"Virology Journal","volume":"22 1","pages":"315"},"PeriodicalIF":4.0000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12486636/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Virology Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12985-025-02928-y","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"VIROLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Human endogenous retroviruses (HERVs), particularly the HERV-K family, are increasingly recognized for their roles in cancer biology, yet the function of ERVK3-1 (HERVK_3p21.31) in liver hepatocellular carcinoma (LIHC) remains largely unexplored.
Methods: We analyzed transcriptomic data from the TCGA-LIHC cohort to identify differentially expressed genes (DEGs) between high and low ERVK3-1 expression groups, followed by functional enrichment analyses (GO, KEGG, GSEA), protein-protein interaction (PPI) network construction, and hub gene identification. The immunological relevance of ERVK3-1 was assessed through TIP immune cycle analysis, single-cell RNA sequencing datasets, and correlation with immune checkpoint expression. Immunotherapy responsiveness was evaluated using TIDE and TCIA databases.
Results: High ERVK3-1 expression was associated with enrichment in metabolic and oxidative stress-related pathways, while low expression correlated with cell cycle and DNA replication. PPI analysis revealed mitosis-related hub genes (e.g., CCNB1, CDK1). ERVK3-1 expression promoted early immune cell recruitment but was inversely correlated with later stages of the cancer immunity cycle, including immune infiltration and T-cell killing. Single-cell data showed high ERVK3-1 expression in immunosuppressive subsets, alongside positive associations with inhibitory immune checkpoints (e.g., PD-1, CTLA-4, TIM-3). High ERVK3-1 expression also correlated with greater immune evasion and reduced immunotherapy responsiveness.
Conclusions: ERVK3-1 plays a multifaceted role in LIHC progression, contributing to metabolic reprogramming, immune suppression, and resistance to immunotherapy. These findings highlight ERVK3-1 as a potential prognostic biomarker and therapeutic target in liver cancer.
期刊介绍:
Virology Journal is an open access, peer reviewed journal that considers articles on all aspects of virology, including research on the viruses of animals, plants and microbes. The journal welcomes basic research as well as pre-clinical and clinical studies of novel diagnostic tools, vaccines and anti-viral therapies.
The Editorial policy of Virology Journal is to publish all research which is assessed by peer reviewers to be a coherent and sound addition to the scientific literature, and puts less emphasis on interest levels or perceived impact.