ArticleFrontiers in oncology2022
High Expression of TGF-β1 Contributes to Hepatocellular Carcinoma Prognosis
Article in Frontiers in oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed, 33 citations in OpenAlex.
- Unveiling the Intricate Dance: Signaling Pathways in Liver Cancer Metabolism and Immunity.Current oncology reports · 2026Review
- Molecular mechanisms of tumor-associated macrophages in hepatocellular carcinoma development and therapy.World journal of gastroenterology · 2026Review
- Orphan drug uttroside B impedes MASH progression and HCC development in experimental models.JHEP reports : innovation in hepatology · 2026Article
- Review
- Growth differentiation factor 11 modulates metabolism, mitigating the pro-tumoral behavior provided by M2-like macrophages in hepatocellular carcinoma-derived cells.World journal of gastroenterology · 2025Article
- Article
- The tumor microenvironment in hepatocellular carcinoma: mechanistic insights and therapeutic potential of traditional Chinese medicine.Molecular cancer · 2025Review
- New insights into biomarkers and risk stratification to predict hepatocellular cancer.Molecular medicine (Cambridge, Mass.) · 2025Review
- Immunotherapy for hepatocellular carcinoma.JHEP reports : innovation in hepatology · 2024Review
- Signaling molecules in the microenvironment of hepatocellular carcinoma.Functional & integrative genomics · 2024Review
- Selective refueling of CAR T cells using ADA1 and CD26 boosts antitumor immunity.Cell reports. Medicine · 2024Article
- Role of transforming growth factor-β in peripheral nerve regeneration.Neural regeneration research · 2024Review
- New Opportunities in the Systemic Treatment of Hepatocellular Carcinoma-Today and Tomorrow.International journal of molecular sciences · 2024Review
- γδ T Cells: A Game Changer in the Future of Hepatocellular Carcinoma Immunotherapy.International journal of molecular sciences · 2024Review
- Chloride Intracellular Channel Protein 1 (CLIC1) Is a Critical Host Cellular Factor for Influenza A Virus Replication.Viruses · 2024Article
- The Role of TGF-β/SMAD Signaling in Hepatocellular Carcinoma: from Mechanism to Therapy and Prognosis.International journal of biological sciences · 2024Review
- Comprehensive landscape of TGFβ-related signature in osteosarcoma for predicting prognosis, immune characteristics, and therapeutic response.Journal of bone oncology · 2023Article
- Chronic Administration of Diethylnitrosamine and 2-Acetylaminofluorene Induces Hepatocellular Carcinoma in Wistar Rats.International journal of molecular sciences · 2023Article
- Immunotherapy for Hepatocellular Carcinoma in the Setting of Liver Transplantation: A Review.International journal of molecular sciences · 2023Review
- Immune Microenvironment and Immunotherapeutic Management in Virus-Associated Digestive System Tumors.International journal of molecular sciences · 2022Review
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Authors and funding
8 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Transforming growth factor-beta (TGF-β) signaling is essential in initialization and progression of hepatocellular carcinoma (HCC). Therefore, a treatment targeting TGF-β pathway may be a promising option for HCC control. Methods: First, publicly available RNA-seq datasets and clinical characteristics of 374 HCC patients in The Cancer Genome Atlas (TCGA) database were downloaded. Then, Cox regression analysis and LASSO analysis were used to construct a prognostic model for TGF-β family genes. The area under the curve (AUC) of the risk signature was calculated to evaluate the predictive power of the model. Cox regression analysis was applied to predict whether TGF-β1 can be an independent prognosis factor for HCC. Next, hazard ratio and survival analyses were performed to investigate the correlation between TGF-β1 expression and survival time. Furthermore, differential expression level of TGF-β1 in HCC tissues and cells was determined. In addition, Gene Set Enrichment Analysis (GSEA) identified the top significantly activated and inhibited signal pathways related to high expression of TGF-β1. Finally, the CIBERSORT tool was adopted to correlate the tumor-infiltrating immune cells (TICs) with TGF-β1 expression in HCC cohorts. Results: Cox regression analysis and LASSO analysis revealed that seven TGF-β family members (including TGF-β1) could be used as prognostic factors for HCC. Interestingly, TGF-β1 was demonstrated to be an independent prognostic factor of HCC. RT-qPCR and immunofluorescence staining confirmed the high expression of TGF-β1 in HCC cell lines and tissues, which is significantly related to pathological classifications, poor prognosis, and short survival time. Finally, GSEA and CIBERSORT analyses suggested that TGF-β1 may interact with various immune cells and influence the prognosis of HCC patients through Tregs and γδ T cells. Conclusion: We established a novel prognostic prediction method to predict the risk scores of TGF-β genes in HCC prognosis. TGF-β1 is highly expressed in HCC cell lines and tissues, correlates to poor prognosis, and thus can be used as a potential biomarker to predict HCC prognosis. We showed that TGF-β1 may play its roles in HCC prognosis by modulating the immune microenvironment of tumor cells. Our data may shed more light on better understanding the role of TGF-β1 in HCC prognosis.
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