# DNA methylation-driven genes in hepatocellular carcinoma patients: insights into immune infiltration and prognostic implications

**Authors:** Zhi Zhang, Tongling Zhao, Weida Meng, Jiahao Chen, Chengyi He, Xing Sun, Hai Huang

PMC · DOI: 10.3389/fmed.2025.1520380 · Frontiers in Medicine · 2025-04-28

## TL;DR

This study explores how DNA methylation affects gene expression in liver cancer patients, linking specific genes to immune response and survival outcomes.

## Contribution

The study identifies methylation-driven genes and their associations with immune infiltration and prognosis in hepatocellular carcinoma.

## Key findings

- Five methylation-driven hub genes (BOP1, BUB1B, NOTCH3, SCAMP3, SNRPD2) were identified in HCC.
- BOP1 and BUB1B were linked to poor overall survival in HCC patients.
- SCAMP3 and HCLS1 showed correlations with immune cell infiltration levels.

## Abstract

Hepatocellular carcinoma (HCC) poses a significant global burden as a highly prevalent and life-threatening malignant tumor that endangers human life and wellbeing. The purpose of this study was to examine how DNA methylation-driven genes impact the prognosis of HCC patients.

Differentially expressed genes 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.

Eight coexpression modules were identified via WGCNA for 1927 upregulated and 1,231 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.

HCLS1 and SCAMP3 are associated with immunity, whereas BOP1 and BUB1B are modified by methylation and may serve as prognostic markers for HCC.

## Linked entities

- **Genes:** SCAMP3 (secretory carrier membrane protein 3) [NCBI Gene 10067], HCLS1 (hematopoietic cell-specific Lyn substrate 1) [NCBI Gene 3059], BOP1 (BOP1 ribosomal biogenesis factor) [NCBI Gene 23246], BUB1B (BUB1 mitotic checkpoint serine/threonine kinase B) [NCBI Gene 701], NOTCH3 (notch receptor 3) [NCBI Gene 4854], SNRPD2 (small nuclear ribonucleoprotein D2 polypeptide) [NCBI Gene 6633]
- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256)

## Full-text entities

- **Genes:** NOTCH3 (notch receptor 3) [NCBI Gene 4854] {aka CADASIL, CADASIL1, CARASIL1, CASIL, FPLD1, IMF2}, BUB1B (BUB1 mitotic checkpoint serine/threonine kinase B) [NCBI Gene 701] {aka BUB1beta, BUBR1, Bub1A, MAD3L, MVA1, SSK1}, HCLS1 (hematopoietic cell-specific Lyn substrate 1) [NCBI Gene 3059] {aka CTTNL, HS1, lckBP1, p75}, SCAMP3 (secretory carrier membrane protein 3) [NCBI Gene 10067] {aka C1orf3}, SNRPD2 (small nuclear ribonucleoprotein D2 polypeptide) [NCBI Gene 6633] {aka SMD2, SNRPD1, Sm-D2}, BOP1 (BOP1 ribosomal biogenesis factor) [NCBI Gene 23246]
- **Diseases:** Cancer (MESH:D009369), HCC (MESH:D006528)
- **Chemicals:** ssGSEA (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12066630/full.md

## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC12066630/full.md

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Source: https://tomesphere.com/paper/PMC12066630