Assessing TGF-β Prognostic Model Predictions for Chemotherapy Response and Oncogenic Role of FKBP1A in Liver Cancer
- Authors: Chen W.1, Que Q.1, Zhong R.2, Lin Z.3, Yi Q.4, Wang Q.5
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Affiliations:
- Department of Blood Transfusion, Longyan First Affiliated Hospital of Fujian Medical University
- Department of Emergency, Longyan First Affiliated Hospital of Fujian Medical University
- Department of Burn Plastic Surgery and Wound Repair Surgery, Longyan First Affiliated Hospital of Fujian Medical University
- Department of Clinical Laboratory, Longyan First Affiliated Hospital of Fujian Medical University
- Second Affiliated Hospital of Fujian University of Traditional Chinese Medical University Medicine, Fujian-Macao Science and Technology Cooperation Base of Traditional Chinese Medicine-Oriented Chronic Disease Prevention and Treatment, Innovation and Transformation Center, Fujian University of Traditional Chinese Medicine
- Issue: Vol 30, No 39 (2024)
- Pages: 3131-3152
- Section: Immunology, Inflammation & Allergy
- URL: https://vestnikugrasu.org/1381-6128/article/view/645970
- DOI: https://doi.org/10.2174/0113816128326151240820105525
- ID: 645970
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Abstract
Background:The Transforming Growth Factor-Beta (TGF-β) signaling pathway plays a crucial role in the pathogenesis of diseases. This study aimed to identify differentially expressed TGF-β-related genes in liver cancer patients and to correlate these findings with clinical features and immune signatures.
Methods:The TCGA-STAD and LIRI-JP cohorts were utilized for a comprehensive analysis of TGF-β- related genes. Differential gene expression, functional enrichment, survival analysis, and machine learning techniques were employed to develop a prognostic model based on a TGF-β-related gene signature (TGFBRS).
Results:We developed a prognostic model for liver cancer based on the expression levels of nine TGF-β- related genes. The model indicates that higher TGFBRS values are associated with poorer prognosis, higher tumor grades, more advanced pathological stages, and resistance to chemotherapy. Additionally, the TGFBRS-High subtype was characterized by elevated levels of immune-suppressive cells and increased expression of immune checkpoint molecules. Using a Gradient Boosting Decision Tree (GBDT) machine learning approach, the FKBP1A gene was identified as playing a significant role in liver cancer. Notably, knocking down FKBP1A significantly inhibited the proliferation and metastatic capabilities of liver cancer cells both in vitro and in vivo.
Conclusion:Our study highlights the potential of TGFBRS in predicting chemotherapy responses and in shaping the tumor immune microenvironment in liver cancer. The results identify FKBP1A as a promising molecular target for developing preventive and therapeutic strategies against liver cancer. Our findings could potentially guide personalized treatment strategies to improve the prognosis of liver cancer patients.
Keywords
About the authors
Weimei Chen
Department of Blood Transfusion, Longyan First Affiliated Hospital of Fujian Medical University
Email: info@benthamscience.net
Qinghe Que
Department of Blood Transfusion, Longyan First Affiliated Hospital of Fujian Medical University
Email: info@benthamscience.net
Rongrong Zhong
Department of Emergency, Longyan First Affiliated Hospital of Fujian Medical University
Email: info@benthamscience.net
Zhou Lin
Department of Burn Plastic Surgery and Wound Repair Surgery, Longyan First Affiliated Hospital of Fujian Medical University
Email: info@benthamscience.net
Qiaolan Yi
Department of Clinical Laboratory, Longyan First Affiliated Hospital of Fujian Medical University
Email: info@benthamscience.net
Qingshui Wang
Second Affiliated Hospital of Fujian University of Traditional Chinese Medical University Medicine, Fujian-Macao Science and Technology Cooperation Base of Traditional Chinese Medicine-Oriented Chronic Disease Prevention and Treatment, Innovation and Transformation Center, Fujian University of Traditional Chinese Medicine
Author for correspondence.
Email: info@benthamscience.net
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