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ORIGINAL RESEARCH article
Front. Med.
Sec. Hepatobiliary Diseases
Volume 12 - 2025 | doi: 10.3389/fmed.2025.1520380
This article is part of the Research TopicGenomic Dissection and Therapy Development in Liver CancerView all articles
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Background: Hepatocellular carcinoma (HCC) poses a significant global burden as a highly prevalent and life-threatening malignant tumor that endangers human life and well-being. The purpose of this study was to examine how DNA methylation-driven genes impact the prognosis of HCC patients.Methods: DEGs from The Cancer Genome Atlas, GSE76427, GSE25097 and GSE14520 datasets were collected to perform differential expression analysis between HCC patients and controls. Weighted gene coexpression network analysis (WGCNA) was subsequently performed to create coexpression modules for the DEGs. Then, ssGSEA was employed to investigate the infiltration of immune cells in HCC. Enrichment analysis and methylation were carried out for the module genes. We utilized Kaplan‒Meier survival analysis to assess patient prognosis.Results: Eight coexpression modules were identified via WGCNA for 1927 upregulated and 1231 downregulated DEGs, after which the hub genes of the modules were identified. Module 5 had high immune infiltration, and the hub gene SCAMP3 was positively associated with Tcm. Module 3 exhibited a low level of immune infiltration, and the expression of the hub gene HCLS1 was negatively correlated with T cells and dendritic cells. Furthermore, we obtained five hub genes (BOP1, BUB1B, NOTCH3, SCAMP3 and SNRPD2) as methylation-driven genes. BOP1 and BUB1B were found to be correlated with unfavorable overall survival in patients with HCC.Conclusion: HCLS1 and SCAMP3 are associated with immunity, whereas BOP1 and BUB1B are modified by methylation and may serve as prognostic markers for HCC.
Keywords: Hepatocellular Carcinoma, bioinformatics, TCGA, WGCNA, prognosis
Received: 31 Oct 2024; Accepted: 09 Apr 2025.
Copyright: © 2025 Zhang, Zhao, Meng, Chen, He, Sun and Hai. 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: Huang Hai, Guangxi Medical University Affliated Wuming Hospital, Nanning, 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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