Thorough analysis of tumor microenvironment, prognostic model, and immunotherapy prediction in hepatocellular carcinoma based on vascular normalization-related genes

Hepatocellular carcinoma (HCC) ranks sixth in incidence and third in mortality worldwide. Immunotherapy for advanced HCC is limited by drug resistance. Vascular normalization (VN) restores tumor neovasculature, alleviates immunosuppression, and enhances immunotherapy. However, roles of VN-related genes (VNRGs) in HCC remain understudied. In this study, bioinformatics methods explored roles and constructed a prognostic model. The VNRGs-high expression group had higher immune infiltration, lower tumor purity and worse outcomes. An eight-VNRG prognostic model was constructed. High-risk patients had poor outcomes but better immunotherapy response. This study highlights VNRGs' significance and shows the risk score function as a prognostic and immune response indicator.

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Publication Details

Journal
Computer Methods in Biomechanics & Biomedical Engineering
Published
2026-04-16
DOI
https://doi.org/10.1080/10255842.2026.2656292
Primary Topic
Hepatocellular Carcinoma Treatment and Prognosis
Type
article
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article

Thorough analysis of tumor microenvironment, prognostic model, and immunotherapy prediction in hepatocellular carcinoma based on vascular normalization-related genes

Mingwei Zeng, Y Hu, Shu Zhou, Yushan Zhang et al.
Computer Methods in Biomechanics & Biomedical Engineering
Hepatocellular Carcinoma Treatment and Prognosis
article

Thorough analysis of tumor microenvironment, prognostic model, and immunotherapy prediction in hepatocellular carcinoma based on vascular normalization-related genes

Mingwei Zeng, Y Hu, Shu Zhou, Yushan Zhang, Shijie Zhu, Fang Xia
article en

Abstract

Hepatocellular carcinoma (HCC) ranks sixth in incidence and third in mortality worldwide. Immunotherapy for advanced HCC is limited by drug resistance. Vascular normalization (VN) restores tumor neovasculature, alleviates immunosuppression, and enhances immunotherapy. However, roles of VN-related genes (VNRGs) in HCC remain understudied. In this study, bioinformatics methods explored roles and constructed a prognostic model. The VNRGs-high expression group had higher immune infiltration, lower tumor purity and worse outcomes. An eight-VNRG prognostic model was constructed. High-risk patients had poor outcomes but better immunotherapy response. This study highlights VNRGs' significance and shows the risk score function as a prognostic and immune response indicator.

Computer Methods in Biomechanics & Biomedical Engineering
Central South University (CN), Second Xiangya Hospital of Central South University (CN), Third Xiangya Hospital (CN)
Good health and well-being
Openalex Percentile: Top 6%
Hepatocellular Carcinoma Treatment and Prognosis
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Thorough analysis of tumor microenvironment, prognostic model, and immunotherapy prediction in hepatocellular carcinoma based on vascular normalization-related genes — Mingwei Zeng, Y Hu, et al. · Computer Methods in Biomechanics & Biomedical Engineering (2026) | TGRS Research Map | TGRS