Evidence map›Paper›PMID 42363289›Full record

ArticleBiology direct2026

Identification and prognostic analysis of genes related to CTNNB1 mutations in hepatocellular carcinoma.

Ningqi Zhu, Guo Zhang, Xiaotian Shen, Zule Chen, Ying Li, Diyu Chen, Huliang Jia

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Article in Biology direct, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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7 authors.

Ningqi Zhu *Department of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China.
Guo Zhang *Hepatobiliary Surgery Center, Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, China.
Xiaotian Shen *Department of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China.
Zule ChenDepartment of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China.
Ying LiDepartment of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China.
Diyu ChenDepartment of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China.
Huliang JiaDepartment of General Surgery, Huashan Hospital (Baoshan Branch), Fudan University, Shanghai, China. jiahuliang@huashan.org.cn.

Funding

National Natural Science Foundation of China 81872356
6 · The paper itself

Abstract

backgroundMutations 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.

methodsHydrodynamic 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

resultsMutant 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.

conclusionWe 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.

Indexed as

beta CateninCarcinoma, HepatocellularLiver NeoplasmsMutationAnimalsGene Expression Regulation, NeoplasticHumansMicePrognosisbeta CateninCTNNB1 protein, humanCTNNB1 protein, mouseCTNNB1 mutationHepatocellular carcinoma (HCC)Machine learningMetallothionein-3 (MT3)Prognostic biomarker

Identifiers

PMID42363289
PMCPMC13591878

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.