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Liu W, Hu K, Fu Y, Zhou T, Zhong Q, Wang W, Gui Y, Zhang P, Yao D, Yang X, Zhu W, Liu Z, Luo D, Xiao Y. Identification of methionine metabolism related prognostic model and tumor suppressive functions of BHMT in hepatocellular carcinoma. Sci Rep 2025; 15:9250. [PMID: 40102459 PMCID: PMC11920202 DOI: 10.1038/s41598-025-93650-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Accepted: 03/07/2025] [Indexed: 03/20/2025] Open
Abstract
Given the resistance to conventional treatments and limitations of immune checkpoint blockade therapy in hepatocellular carcinoma (HCC), it is imperative to explore novel prognostic models and biomarkers. The dependence of cancer cell on exogenous methionine, known as Hoffman effect, is a hallmark of HCC, with numerous studies reporting a strong correlation between methionine metabolism and tumor development. Betaine-homocysteine S-methyltransferase (BHMT), a critical component of methionine metabolism pathway, has polymorphisms linking to poor prognosis in multiple cancers. Nevertheless, there is little literature regarding the relationship between methionine metabolism and incidence, mortality of HCC, as well as the function of BHMT in HCC progression. In this study, by analyzing multiple datasets, we constructed a methionine metabolism-related prognostic model and thoroughly investigated the influence of BHMT on the prognosis of HCC. Bioinformatics analysis revealed a marked decrease in BHMT expression in HCC, which was linked to adverse clinical outcomes. CIBERSORT results suggest that BHMT promotes infiltration of M1 macrophages. Our results suggest its potential as an ideal prognostic biomarker for anti PD-L1 immunotherapy. In summary, this study innovatively provides first methionine metabolism-related prognostic model and unveils the tumor suppressive function of BHMT in HCC, providing potential mechanism by which BHMT exert its function.
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Affiliation(s)
- Wenli Liu
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Kaiheng Hu
- Queen Mary School, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi, China
| | - Yaqing Fu
- Queen Mary School, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi, China
| | - Tianmin Zhou
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Qingmei Zhong
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Wu Wang
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Yang Gui
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Ping Zhang
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Di Yao
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China
| | - Xiaohong Yang
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China
| | - Weifeng Zhu
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China
| | - Zhuoqi Liu
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China.
| | - Daya Luo
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China.
| | - Yingqun Xiao
- Department of Pathology, Infectious Diseases Hospital of Nanchang University, Nanchang, 330001, Jiangxi, China.
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Gao J, Shi X, Sun Y, Liu X, Zhang F, Shi C, Yu X, Yan Z, Liu L, Yu S, Zhang J, Zhang X, Zhang S, Guo W. Deficiency of betaine-homocysteine methyltransferase activates glucose-6-phosphate dehydrogenase (G6PD) by decreasing arginine methylation of G6PD in hepatocellular carcinogenesis. SCIENCE CHINA. LIFE SCIENCES 2024; 67:1648-1665. [PMID: 38679670 DOI: 10.1007/s11427-023-2481-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 10/11/2023] [Indexed: 05/01/2024]
Abstract
Betaine-homocysteine methyltransferase (BHMT) regulates protein methylation and is correlated with tumorigenesis; however, the effects and regulation of BHMT in hepatocarcinogenesis remain largely unexplored. Here, we determined the clinical significance of BHMT in the occurrence and progression of hepatocellular carcinoma (HCC) using tissue samples from 198 patients. BHMT was to be frequently found (86.6%) expressed at relatively low levels in HCC tissues and was positively correlated with the overall survival of patients with HCC. Bhmt overexpression effectively suppressed several malignant phenotypes in hepatoma cells in vitro and in vivo, whereas complete knockout of Bhmt (Bhmt-/-) produced the opposite effect. We combined proteomics, metabolomics, and molecular biological strategies and detected that Bhmt-/- promoted hepatocarcinogenesis and tumor progression by enhancing the activity of glucose-6-phosphate dehydrogenase (G6PD) and PPP metabolism in DEN-induced HCC mouse and subcutaneous tumor-bearing models. In contrast, restoration of Bhmt with an AAV8-Bhmt injection or pharmacological inhibition of G6PD attenuated hepatocarcinogenesis. Additionally, coimmunoprecipitation identified monomethylated modifications of the G6PD, and BHMT regulated the methylation of G6PD. Protein sequence analysis, generation and application of specific antibodies, and site-directed mutagenesis indicated G6PD methylation at the arginine residue 246. Furthermore, we established bidirectionally regulated BHMT cellular models combined with methylation-deficient G6PD mutants to demonstrate that BHMT potentiated arginine methylation of G6PD, thereby inhibiting G6PD activity, which in turn suppressed hepatocarcinogenesis. Taken together, this study reveals a new methylation-regulatory mechanism in hepatocarcinogenesis owing to BHMT deficiency, suggesting a potential therapeutic strategy for HCC treatment.
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Affiliation(s)
- Jie Gao
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Xiaoyi Shi
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Yaohui Sun
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Xudong Liu
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Feng Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Chengcheng Shi
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Xiao Yu
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Zhiping Yan
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Long Liu
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Shizhe Yu
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
- Cancer Metastasis Institute, Fudan University, Shanghai, 200040, China
| | - Jiacheng Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Xiaodan Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China
| | - Shuijun Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China.
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China.
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China.
| | - Wenzhi Guo
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
- Henan Diagnosis & Treatment League for Hepatopathy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
- Henan Innovative Research Group for Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation, Zhengzhou, 450052, China.
- Henan Organ Transplantation Quality Control Centre, Zhengzhou, 450052, China.
- Henan Engineering Technology Research Center for Organ Transplantation, Zhengzhou, 450052, China.
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Wang Z, Ma J, Wu R, Kong Y, Sun C. Recent advances of long non-coding RNAs in control of hepatic gluconeogenesis. Front Endocrinol (Lausanne) 2023; 14:1167592. [PMID: 37065737 PMCID: PMC10102572 DOI: 10.3389/fendo.2023.1167592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 03/21/2023] [Indexed: 04/03/2023] Open
Abstract
Gluconeogenesis is the main process for endogenous glucose production during prolonged fasting, or certain pathological conditions, which occurs primarily in the liver. Hepatic gluconeogenesis is a biochemical process that is finely controlled by hormones such as insulin and glucagon, and it is of great importance for maintaining normal physiological blood glucose levels. Dysregulated gluconeogenesis induced by obesity is often associated with hyperglycemia, hyperinsulinemia, and type 2 diabetes (T2D). Long noncoding RNAs (lncRNAs) are involved in various cellular events, from gene transcription to protein translation, stability, and function. In recent years, a growing number of evidences has shown that lncRNAs play a key role in hepatic gluconeogenesis and thereby, affect the pathogenesis of T2D. Here we summarized the recent progress in lncRNAs and hepatic gluconeogenesis.
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Affiliation(s)
- Zhe Wang
- Key Laboratory of Neuroregeneration of Jiangsu and Ministry of Education, Co-innovation Center of Neurogeneration, NMPA Key Laboratory for Research and Evaluation of Tissue Engineering Technology Products, Nantong University, Nantong, China
| | - Jinyu Ma
- Key Laboratory of Neuroregeneration of Jiangsu and Ministry of Education, Co-innovation Center of Neurogeneration, NMPA Key Laboratory for Research and Evaluation of Tissue Engineering Technology Products, Nantong University, Nantong, China
| | - Runze Wu
- Department of Endocrinology, Changshu No.2 People’s Hospital, Changshu, Jiangsu, China
| | - Yinghong Kong
- Department of Endocrinology, Changshu No.2 People’s Hospital, Changshu, Jiangsu, China
- *Correspondence: Yinghong Kong, ; Cheng Sun,
| | - Cheng Sun
- Key Laboratory of Neuroregeneration of Jiangsu and Ministry of Education, Co-innovation Center of Neurogeneration, NMPA Key Laboratory for Research and Evaluation of Tissue Engineering Technology Products, Nantong University, Nantong, China
- *Correspondence: Yinghong Kong, ; Cheng Sun,
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Shen X, Zhang Y, Zhang X, Yao Y, Zheng Y, Cui X, Liu C, Wang Q, Li JZ. Long non-coding RNA Bhmt-AS attenuates hepatic gluconeogenesis via modulation of Bhmt expression. Biochem Biophys Res Commun 2019; 516:215-221. [PMID: 31208716 DOI: 10.1016/j.bbrc.2019.06.008] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Accepted: 06/01/2019] [Indexed: 01/16/2023]
Abstract
Dysregulation of gluconeogenesis contributes to the pathogenesis of metabolic disease, such as type-2 diabetes. The role of long non-coding RNAs (lncRNAs) in the pathogenesis of diabetes has recently received increased attention. In the present study, we identified a novel lncRNA, betaine-homocysteine methyltransferase-antisense (Bhmt-AS), and examined its expression patterns under pathophysiological conditions. Our results revealed that the expression of Bhmt-AS was significantly increased in the livers of fasted and db/db mice and was induced by gluconeogenic hormonal stimuli. The Bhmt-AS was also shown to be a concordant regulator of Bhmt expression. Functionally, depletion of Bhmt-AS suppressed hepatic glucose production both in vivo and in vitro. Adenovirus-mediated hepatic knockdown of Bhmt-AS improved pyruvate tolerance, glucose tolerance, and insulin sensitivity. Furthermore, overexpression of Bhmt restored the decreased glucose production caused by knockdown of Bhmt-AS in primary hepatocytes. Taken together, we uncovered a novel antisense lncRNA (Bhmt-AS) that is co-expressed with Bhmt and concordantly and specifically regulates Bhmt expression both in vitro and in vivo to regulate hepatic gluconeogenesis.
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Affiliation(s)
- Xuan Shen
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China
| | - Yajun Zhang
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China
| | - Xu Zhang
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China
| | - Yiwei Yao
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China
| | - Yujie Zheng
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China
| | - Xianwei Cui
- Nanjing Maternity and Child Health Care Hospital, China; Women's Hospital of Nanjing Medical University, Nanjing, Jiangsu, 210004, China
| | - Chang Liu
- School of Life Science and Technology, China Pharmaceutical University, Nanjing, 211198, PR China
| | - Qian Wang
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China.
| | - John Zhong Li
- The Key Laboratory of Rare Metabolic Disease, Department of Biochemistry and Molecular Biology, Nanjing Medical University, Nanjing, Jiangsu, 211166, China; The Key Laboratory of Human Functional Genomics of Jiangsu Province, Nanjing Medical University, Nanjing, Jiangsu, 211166, China.
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