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Pang M, Sun X, He T, Liang H, Yang H, Chen J. Development of a prognostic model based on anoikis-related genes for predicting clinical prognosis and immunotherapy of hepatocellular carcinoma. Aging (Albany NY) 2023; 15:10253-10271. [PMID: 37787988 PMCID: PMC10599733 DOI: 10.18632/aging.205073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 06/19/2023] [Indexed: 10/04/2023]
Abstract
Hepatocellular Carcinoma (HCC) is the predominant cause of cancer-related mortality worldwide. The majority of HCC patients are diagnosed at advanced stages of the disease, with a high likelihood of metastasis and unfavorable prognosis. Anoikis resistance is a crucial factor contributing to tumor invasion and metastasis, although its specific role in HCC remains unclear. Based on the results of univariate Cox regression and least absolute shrink-age and selection operator (LASSO) analysis, a subset of anoikis-related genes (ARGs) significantly associated with overall survival (OS) was identified. A multivariate Cox regression analysis subsequently identified PDK4, STK11, and TFDP1 as three prognostic ARGs, which were then used to establish a prognostic risk model. Differences in OS caused by risk stratification in HCC patients were demonstrated. The nomogram analysis indicated that the ARGs prognostic signature served as an independent prognostic predictor. In vitro experiments further confirmed the abnormal expression of selected ARGs in HCC. The association between risk scores and OS was further examined through Kaplan-Meier analysis, CIBERSORT analysis, and single-sample gene set enrichment analysis (ssGSEA). This study is a pioneering effort to integrate multiple ARGs and establish a risk-predictive model, providing a unique perspective for the development of personalized and precise therapeutic strategies for HCC.
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Affiliation(s)
- Mu Pang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong 518000, China
| | - Xizhe Sun
- Research Center for Drug Safety Evaluation of Hainan, Hainan Medical University, Haikou, Hainan 571199, China
| | - Ting He
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong 518000, China
| | - Huichao Liang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong 518000, China
| | - Hao Yang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong 518000, China
| | - Jun Chen
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong 518000, China
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Da BL, He AR, Shetty K, Suchman KI, Yu H, Lau L, Wong LL, Rabiee A, Amdur RL, Crawford JM, Fox SS, Grimaldi GM, Shah PK, Weinstein J, Bernstein D, Satapathy SK, Chambwe N, Xiang X, Mishra L. Pathogenesis to management of hepatocellular carcinoma. Genes Cancer 2022; 13:72-87. [DOI: 10.18632/genesandcancer.226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Accepted: 11/17/2022] [Indexed: 12/15/2022] Open
Affiliation(s)
- Ben L. Da
- Department of Internal Medicine, Division of Hepatology, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, Manhasset, NY 11030, USA
| | - Aiwu Ruth He
- Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington DC 20007, USA
| | - Kirti Shetty
- Division of Gastroenterology and Hepatology, University of Maryland, Baltimore, MD 21201, USA
| | - Kelly I. Suchman
- Department of Internal Medicine, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, Manhasset, NY 11030, USA
| | - Herbert Yu
- Department of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI 96813-5516, USA
| | - Lawrence Lau
- Department of Surgery, North Shore University Hospital, Northwell Health, Manhasset, NY 11030, USA
| | - Linda L. Wong
- Department of Surgery, University of Hawaii, Honolulu, HI 96813-5516, USA
| | - Atoosa Rabiee
- Department of Gastroenterology and Hepatology, VA Medical Center, Washington DC 20422, USA
| | - Richard L. Amdur
- Quantitative Intelligence, The Institutes for Health Systems Science and Bioelectronic Medicine, The Feinstein Institutes for Medical Research, Northwell Health, NY 10022, USA
| | - James M. Crawford
- Department of Pathology and Laboratory Medicine, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA
| | - Sharon S. Fox
- Department of Pathology and Laboratory Medicine, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA
| | - Gregory M. Grimaldi
- Department of Radiology, Northwell Health, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, NY 11030, USA
| | - Priya K. Shah
- Department of Radiology, Northwell Health, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, NY 11030, USA
| | - Jonathan Weinstein
- Division of Vascular and Interventional Radiology, Department of Radiology, Northwell Health, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, NY 11030, USA
| | - David Bernstein
- Department of Internal Medicine, Division of Hepatology, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, Manhasset, NY 11030, USA
| | - Sanjaya K. Satapathy
- Department of Internal Medicine, Division of Hepatology, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell Health, Manhasset, NY 11030, USA
| | - Nyasha Chambwe
- The Institute of Molecular Medicine, The Feinstein Institutes for Medical Research, Northwell Health, NY 11030, USA
| | - Xiyan Xiang
- The Institute for Bioelectronic Medicine, The Feinstein Institutes for Medical Research and Cold Spring Harbor Laboratory, Department of Medicine, Division of Gastroenterology and Hepatology, Northwell Health, NY 11030, USA
| | - Lopa Mishra
- The Institute for Bioelectronic Medicine, The Feinstein Institutes for Medical Research and Cold Spring Harbor Laboratory, Department of Medicine, Division of Gastroenterology and Hepatology, Northwell Health, NY 11030, USA
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Abstract
Liver cancer, mainly hepatocellular carcinoma (HCC), remains a major cause of cancer-related death worldwide. With the global epidemic of obesity, the major HCC etiologies have been dynamically shifting from viral to metabolic liver diseases. This change has made HCC prevention difficult with increasingly elusive at-risk populations as rational target for preventive interventions. Besides ongoing efforts to reduce obesity and metabolic disorders, chemoprevention in patients who already have metabolic liver diseases may have a significant impact on the poor HCC prognosis. Hepatitis B- and hepatitis C-related HCC incidences have been substantially reduced by the new antivirals, but HCC risk can persist over a decade even after successful viral treatment, highlighting the need for HCC-preventive measures also in these patients. Experimental and retrospective studies have suggested potential utility of generic agents such as lipophilic statins and aspirin for HCC chemoprevention given their well-characterized safety profile, although anticipated efficacy may be modest. In this review, we overview recent clinical and translational studies of generic agents in the context of HCC chemoprevention under the contemporary HCC etiologies. We also discuss newly emerging approaches to overcome the challenges in clinical testing of the agents to facilitate their clinical translation.
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Affiliation(s)
- Fahmida Rasha
- Liver Tumor Translational Research Program; Simmons Comprehensive Cancer Center; Division of Digestive and Liver Diseases; Department of Internal Medicine; University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Subhojit Paul
- Liver Tumor Translational Research Program; Simmons Comprehensive Cancer Center; Division of Digestive and Liver Diseases; Department of Internal Medicine; University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Tracey G Simon
- Liver Center, Division of Gastroenterology, Clinical and Translational Epidemiology Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Yujin Hoshida
- Liver Tumor Translational Research Program; Simmons Comprehensive Cancer Center; Division of Digestive and Liver Diseases; Department of Internal Medicine; University of Texas Southwestern Medical Center, Dallas, TX, USA
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Cao X, Chen H, Li Z, Li X, Yang X, Jin Q, Liang Y, Zhang J, Zhou M, Zhang N, Chen G, Du H, Zao X, Ye Y. Network pharmacology and in vitro experiments-based strategy to investigate the mechanisms of KangXianYiAi formula for hepatitis B virus-related hepatocellular carcinoma. Front Pharmacol 2022; 13:985084. [PMID: 36133813 PMCID: PMC9483169 DOI: 10.3389/fphar.2022.985084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 08/01/2022] [Indexed: 11/13/2022] Open
Abstract
The Chinese traditional medicine KangXianYiAi formula (KXYA) is used to treat hepatic disease in the clinic. Here we aim to confirm the therapeutic effects and explore the pharmacological mechanisms of KXYA on hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC). We first collected and analyzed clinical data of 40 chronic hepatitis B (CHB) patients with precancerous liver lesions under KXYA treatment. Then, the cell viability, migration, cell cycle, and apoptosis of HepAD38 cells with KXYA treatment were examined. Next, we performed network pharmacological analysis based on database mining to obtain the key target pathways and genes of KXYA treatment on HBV-related HCC. We finally analyzed the expression of the key genes between normal and HBV-related HCC tissues in databases and measured the mRNA expression of the key genes in HepAD38 cells after KXYA treatment. The KXYA treatment could reduce the liver nodule size of CHB patients, suppress the proliferation and migration capabilities, and promote apoptosis of HepAD38 cells. The key pathways of KXYA on HBV-related HCC were Cancer, Hepatitis B, Viral carcinogenesis, Focal adhesion, and PI3K-Akt signaling, and KXYA treatment could regulate the expression of the key genes including HNF4A, MAPK8, NR3C1, PTEN, EGFR, and HDAC1. The KXYA exhibited a curative effect via inhibiting proliferation, migration, and promoting apoptosis of HBV-related HCC and the pharmacological mechanism was related to the regulation of the expression of HNF4A, MAPK8, NR3C1, PTEN, EGFR, and HDAC1.
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Affiliation(s)
- Xu Cao
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Hening Chen
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Zhiguo Li
- Beijing Fengtai Hospital of Integrated Traditional and Western Medicine, Beijing, China
| | - Xiaoke Li
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
| | - Xianzhao Yang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
| | - Qiushuo Jin
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Key Laboratory of Chinese Internal Medicine of Ministry of Education and Beijing, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Yijun Liang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Jiaxin Zhang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
| | - Meiyue Zhou
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Ningyi Zhang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Guang Chen
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Guang Chen, ; Hongbo Du, ; Xiaobin Zao, ; Yong’an Ye,
| | - Hongbo Du
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Guang Chen, ; Hongbo Du, ; Xiaobin Zao, ; Yong’an Ye,
| | - Xiaobin Zao
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Key Laboratory of Chinese Internal Medicine of Ministry of Education and Beijing, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Guang Chen, ; Hongbo Du, ; Xiaobin Zao, ; Yong’an Ye,
| | - Yong’an Ye
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
- Institute of Liver Diseases, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Guang Chen, ; Hongbo Du, ; Xiaobin Zao, ; Yong’an Ye,
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