ArticleCancer cell international2021
Multi-omics analysis reveals prognostic value of tumor mutation burden in hepatocellular carcinoma.
Article in Cancer cell international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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34 citing papers in PubMed, 39 citations in OpenAlex.
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- Multi-omics-based molecular classification of adrenocortical carcinoma predicts response to immunotherapy and targeted treatments.Discover oncology · 2025Article
- Tumor Mutational Burden as a Prognostic Biomarker for Relapse-Free Survival in Hepatocellular Carcinoma: Insights from Long-Term Follow-Up.Liver cancer · 2025Article
- Pretreatment Multi-sequence Contrast-Enhanced MRI to Predict Response to Immunotherapy in Unresectable Hepatocellular Carcinoma Using Transformer: A Multicenter Study.Journal of Cancer · 2025Article
- Copper Metabolism-Related Genes as Biomarkers in Colon Adenoma and Cancer.International journal of general medicine · 2025Article
- Deciphering ERR family genes as prognostic and immunological biomarkers through pan-cancer analysis with validation in gallbladder cancer.Frontiers in oncology · 2025Article
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- Identification of key genes in diabetic nephropathy based on lipid metabolism.Experimental and therapeutic medicine · 2024Article
- Autophagy in Multiple Sclerosis: Phagocytosis and Autophagy of Oligodendrocyte Precursor Cells.Molecular neurobiology · 2024Article
- Screening of Immune-related lncRNAs in Lung Adenocarcinoma and Establishing a Survival Prognostic Risk Prediction Model.Combinatorial chemistry & high throughput screening · 2024Article
- Comprehensive evaluation of cell death-related genes as novel diagnostic biomarkers for breast cancer.Heliyon · 2023Article
- A cuproptosis-related lncRNA signature for predicting prognosis and immune response in hepatocellular carcinoma.Heliyon · 2023Article
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundHepatocellular carcinoma (HCC) was the sixth common malignancies characteristic with highly aggressive in the world. It was well established that tumor mutation burden (TMB) act as indicator of immunotherapeutic responsiveness in various tumors. However, the role of TMB in tumor immune microenvironment (TIME) is still obscure.
methodThe mutation data was analyzed by employing "maftools" package. Weighted gene co-expression network analysis (WGCNA) was implemented to determine candidate module and significant genes correlated with TMB value. Differential analysis was performed between different level of TMB subgroups employing R package "limma". Gene ontology (GO) enrichment analysis was implemented with "clusterProfiler", "enrichplot" and "ggplot2" packages. Then risk score signature was developed by systematical bioinformatics analyses. K-M survival curves and receiver operating characteristic (ROC) plot were further analyzed for prognostic validity. To depict comprehensive context of TIME, XCELL, TIMER, QUANTISEQ, MCPcounter, EPIC, CIBERSORT, and CIBERSORT-ABS algorithm were employed. Additionally, the potential role of risk score on immune checkpoint blockade (ICB) immunotherapy was further explored. The quantitative real-time polymerase chain reaction was performed to detect expression of HTRA3.
resultsTMB value was positively correlated with older age, male gender and early T status. A total of 75 intersection genes between TMB-related genes and differentially expressed genes (DEGs) were screened and enriched in extracellular matrix-relevant pathways. Risk score based on three hub genes significantly affected overall survival (OS) time, infiltration of immune cells, and ICB-related hub targets. The prognostic performance of risks score was validated in the external testing group. Risk-clinical nomogram was constructed for clinical application. HTRA3 was demonstrated to be a prognostic factor in HCC in further exploration. Finally, mutation of TP53 was correlated with risk score and do not interfere with risk score-based prognostic prediction.
conclusionCollectively, a comprehensive analysis of TMB might provide novel insights into mutation-driven mechanism of tumorigenesis further contribute to tailored immunotherapy and prognosis prediction of HCC.
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