{"title":"Identification and prognostic analysis of genes related to CTNNB1 mutations in hepatocellular carcinoma.","authors":"Ningqi Zhu, Guo Zhang, Xiaotian Shen, Zule Chen, Ying Li, Diyu Chen, Huliang Jia","doi":"10.1186/s13062-026-00873-6","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Mutations in CTNNB1 are recognized oncogenic drivers of hepatocellular carcinoma (HCC); however, the downstream effector molecules and their prognostic significance remain incompletely defined. In this study, we developed a mutant CTNNB1 gene signature (MCGS) to predict CTNNB1 mutation status and to evaluate the prognostic relevance of the constituent genes.</p><p><strong>Methods: </strong>Hydrodynamic tail vein injection mouse models of HCC were generated by co-expressing Sleeping Beauty transposon/transposase and mutant CTNNB1 with either AKT-c-Myc or AKT-NRAS<sup>G12V</sup>, followed by RNA sequencing of tumor tissues. Cross-species differential expression analyses were performed by integrating data from The Cancer Genome Atlas (TCGA) and the International Cancer Genome Consortium (ICGC). Machine-learning models were trained to identify MCGS. The prognostic value of signature genes was validated using public transcriptomic datasets and immunohistochemistry on an institutional tissue microarray (TMA) cohort.</p><p><strong>Results: </strong>Mutant CTNNB1 markedly accelerated hepatocarcinogenesis in mice, leading to earlier tumor development and reduced survival. Transcriptomic profiling revealed enrichment of the Hippo and MAPK signaling pathways in CTNNB1-mutant HCCs. We established a 15-gene MCGS using a Categorical Boosting algorithm, which accurately predicted CTNNB1 mutation status (AUC = 0.957 in TCGA; 0.893 in ICGC). Among these genes, metallothionein-3 (MT3) emerged as a prognostic marker, with high expression independently associated with poorer overall survival in public datasets. Consistently, elevated MT3 protein expression on the TMA was also independently associated with worse overall and recurrence-free survival in our institutional cohort.</p><p><strong>Conclusion: </strong>We identified a robust mutant CTNNB1 gene signature capable of accurately predicting CTNNB1 mutation status, and uncovered MT3 as a novel, clinically relevant prognostic biomarker in HCC.</p>","PeriodicalId":9164,"journal":{"name":"Biology Direct","volume":" ","pages":""},"PeriodicalIF":5.5000,"publicationDate":"2026-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13591878/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biology Direct","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13062-026-00873-6","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Mutations in CTNNB1 are recognized oncogenic drivers of hepatocellular carcinoma (HCC); however, the downstream effector molecules and their prognostic significance remain incompletely defined. In this study, we developed a mutant CTNNB1 gene signature (MCGS) to predict CTNNB1 mutation status and to evaluate the prognostic relevance of the constituent genes.
Methods: Hydrodynamic tail vein injection mouse models of HCC were generated by co-expressing Sleeping Beauty transposon/transposase and mutant CTNNB1 with either AKT-c-Myc or AKT-NRASG12V, followed by RNA sequencing of tumor tissues. Cross-species differential expression analyses were performed by integrating data from The Cancer Genome Atlas (TCGA) and the International Cancer Genome Consortium (ICGC). Machine-learning models were trained to identify MCGS. The prognostic value of signature genes was validated using public transcriptomic datasets and immunohistochemistry on an institutional tissue microarray (TMA) cohort.
Results: Mutant CTNNB1 markedly accelerated hepatocarcinogenesis in mice, leading to earlier tumor development and reduced survival. Transcriptomic profiling revealed enrichment of the Hippo and MAPK signaling pathways in CTNNB1-mutant HCCs. We established a 15-gene MCGS using a Categorical Boosting algorithm, which accurately predicted CTNNB1 mutation status (AUC = 0.957 in TCGA; 0.893 in ICGC). Among these genes, metallothionein-3 (MT3) emerged as a prognostic marker, with high expression independently associated with poorer overall survival in public datasets. Consistently, elevated MT3 protein expression on the TMA was also independently associated with worse overall and recurrence-free survival in our institutional cohort.
Conclusion: We identified a robust mutant CTNNB1 gene signature capable of accurately predicting CTNNB1 mutation status, and uncovered MT3 as a novel, clinically relevant prognostic biomarker in HCC.
期刊介绍:
Biology Direct serves the life science research community as an open access, peer-reviewed online journal, providing authors and readers with an alternative to the traditional model of peer review. Biology Direct considers original research articles, hypotheses, comments, discovery notes and reviews in subject areas currently identified as those most conducive to the open review approach, primarily those with a significant non-experimental component.