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ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1534611
This article is part of the Research Topic Hepatocellular Carcinoma: From Bench to Bedside View all 5 articles
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Background: The prognosis of hepatocellular carcinoma (HCC) remains challenging, and immune activation plays a critical role in cancer treatment. Identifying reliable immune activation related prognostic markers is critical for predicting HCC patient outcomes.Method: A six-gene signature was developed. The prognostic value was assessed by correlating the signature and survival. The robustness of the signature was validated in three independent Gene Expression Omnibus (GEO) datasets. Associations with clinical, genomic and transcriptomic features were also evaluated. Additionally, single-cell sequencing data were analyzed to explore cell-cell interaction heterogeneity reflected by the signature. The biological role of candidate gene RORC was investigated, including chemotherapy resistance and detailed regulatory mechanism in affecting progression. The clinical potential role of RORC and its downstream gene was also evaluated with immunohistochemical (IHC) microarray.Results: The six-gene signature stratified patients into high-risk and low-risk groups, with high-risk samples exhibiting significantly shorter overall survival (median: 23.8 months, 95% CI: 20.6-41.8) than low-risk samples (median: 83.2 months, 95% CI: 69.6-NA, p<0.001). Validation in independent GEO datasets confirmed the robustness of the signature. The signature was significantly associated with pathological stage and negatively correlated with PD-L1 expression, outperforming clinical indicators in predicting three-year survival. The signature was significantly associated with TP53 mutation, genomic stability, and canonical cancer-related pathways. Single-cell sequencing data indicated that the signature revealed cell-cell interaction heterogeneity in HCC. Candidate gene RORC promotes proliferation and migration via regulating CDC6 gene expression as a transcription factor. Furthermore, RORC is also associated with multiple drug resistance, especially docetaxel and paclitaxel. IHC revealed RORC and candidate gene CDC6 were valuable predictive biomarkers for prognosis.Conclusion: The six-gene signature provides valuable insights into the biological status of HCC patients and is a robust tool for clinical application.
Keywords: HCC, immune cell activation, single-cell sequencing, prognosis, microenvironment
Received: 29 Nov 2024; Accepted: 01 Apr 2025.
Copyright: © 2025 Wang, Liu, Wang and He. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Xiaofeng Wang, First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
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