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Tao J, Liu Y, Tang X, Nie D, Wu K, Wang K, Tang N. Hypoxia reduces SLC27A5 to promote hepatocellular carcinoma proliferation by repressing HNF4A. BIOCHIMICA ET BIOPHYSICA ACTA. MOLECULAR CELL RESEARCH 2025; 1872:119916. [PMID: 39938688 DOI: 10.1016/j.bbamcr.2025.119916] [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: 09/11/2024] [Revised: 01/10/2025] [Accepted: 02/02/2025] [Indexed: 02/14/2025]
Abstract
Hepatocellular carcinoma (HCC) is the third most common cause of cancer-related mortality globally, with hypoxia recognized as a key factor in its progression. Solute carrier family 27 member 5 (SLC27A5/FATP5), a pivotal enzyme in hepatic fatty acid transport and bile acid metabolism, is frequently downregulated in hepatocellular carcinoma, resulting in poor prognosis. However, the link between hypoxia and the suppression of SLC27A5 in HCC remains to be elucidated. Here, we investigated the hypoxia-induced downregulation of SLC27A5 and its impact on HCC proliferation via the repression of hepatocyte nuclear factor 4 alpha (HNF4A). Utilizing in vitro and in vivo hepatocellular carcinoma models, we have demonstrated that hypoxic conditions significantly reduce SLC27A5 transcription, which is mediated by the suppression of HNF4A. This reduction leads to the activation of the AKT pathway and an increase in cyclin-dependent kinase 2 (CDK2) and Cyclin E1 (CCNE1) expression, promoting the transition from the G1 to S phase of the cell cycle and driving HCC proliferation. Furthermore, we show that the pharmacological activation of HNF4A using Benfluorex, in combination with the AKT inhibitor MK2206, significantly inhibits tumor growth in a subcutaneous MHCC-97H xenograft model, suggesting a synergistic therapeutic potential. Together, our study provides novel insights into the hypoxia-mediated regulatory mechanisms in HCC and highlights the HNF4A/SLC27A5/AKT axis as a promising target for combination therapy.
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Affiliation(s)
- Junji Tao
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China
| | - Yuanyuan Liu
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China
| | - Xin Tang
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China
| | - Dan Nie
- Department of Gastroenterology, The Chongqing Hospital of Traditional Chinese Medicine, Chongqing College of Traditional Chinese Medicine, Chongqing 400011, China
| | - Kang Wu
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China
| | - Kai Wang
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China.
| | - Ni Tang
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, Chongqing 400016, China.
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Chen R, Hu X, Huang Y, Jiang Y, Chen G, Shan Q, Xu X, Zheng S. Regulated Cell Death in Lenvatinib Resistance of Hepatocellular Carcinoma: from Molecular Mechanisms to Therapeutic Strategies. Int J Biol Sci 2025; 21:2012-2026. [PMID: 40083703 PMCID: PMC11900801 DOI: 10.7150/ijbs.107195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Accepted: 02/08/2025] [Indexed: 03/16/2025] Open
Abstract
Lenvatinib, a multi-target tyrosine kinase inhibitor (TKI), has been established as the first-line treatment for advanced hepatocellular carcinoma (HCC) because of its superior efficacy when in comparison with sorafenib. However, the inevitable development of drug resistance is a significant barrier to achieve a curative outcome and negatively impacts the prognosis. Therefore, it is imperative to delve into the mechanisms underlying lenvatinib resistance (LR) and to identify potential strategies for rational combination treatments. Regulated cell death (RCD) refers to the process by which cells undergo demise when the adaptive responses are insufficient to maintain homeostasis, and RCD takes a crucial part in the disease progression and response to therapeutic agents including TKI of cancer. Resisting cell death is one of the fundamental hallmarks and the major reasons contributing to drug resistance in cancer. Particularly, numerous studies have demonstrated that RCD (including apoptosis, autophagy, ferroptosis, cuproptosis and pyroptosis) plays a significant role in the emergence of LR in HCC. This article offers an in-depth review of recent discoveries concerning the mechanisms of LR in relation to RCD and proposes potential strategies to boost the effectiveness of lenvatinib by incorporating RCD modulators.
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Affiliation(s)
- Ronggao Chen
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310003, China
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China
| | - Xin Hu
- Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Yingchen Huang
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Yao Jiang
- School of Clinical Medicine, Hangzhou Medical College, Hangzhou 310059, China
| | - Guanrong Chen
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Qiaonan Shan
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310003, China
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China
| | - Xiao Xu
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China
- School of Clinical Medicine, Hangzhou Medical College, Hangzhou 310059, China
- Institute of Translational Medicine, Zhejiang University, Hangzhou 310000, China
| | - Shusen Zheng
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310003, China
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China
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Di Giovannantonio M, Hartley F, Elshenawy B, Barberis A, Hudson D, Shafique HS, Allott VES, Harris DA, Lord SR, Haider S, Harris AL, Buffa FM, Harris BHL. Defining hypoxia in cancer: A landmark evaluation of hypoxia gene expression signatures. CELL GENOMICS 2025; 5:100764. [PMID: 39892389 PMCID: PMC11872601 DOI: 10.1016/j.xgen.2025.100764] [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: 08/13/2024] [Revised: 11/04/2024] [Accepted: 01/07/2025] [Indexed: 02/03/2025]
Abstract
Tumor hypoxia drives metabolic shifts, cancer progression, and therapeutic resistance. Challenges in quantifying hypoxia have hindered the exploitation of this potential "Achilles' heel." While gene expression signatures have shown promise as surrogate measures of hypoxia, signature usage is heterogeneous and debated. Here, we present a systematic pan-cancer evaluation of 70 hypoxia signatures and 14 summary scores in 104 cell lines and 5,407 tumor samples using 472 million length-matched random gene signatures. Signature and score choice strongly influenced the prediction of hypoxia in vitro and in vivo. In cell lines, the Tardon signature was highly accurate in both bulk and single-cell data (94% accuracy, interquartile mean). In tumors, the Buffa and Ragnum signatures demonstrated superior performance, with Buffa/mean and Ragnum/interquartile mean emerging as the most promising for prospective clinical trials. This work delivers recommendations for experimental hypoxia detection and patient stratification for hypoxia-targeting therapies, alongside a generalizable framework for signature evaluation.
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Affiliation(s)
- Matteo Di Giovannantonio
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Fiona Hartley
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Badran Elshenawy
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Alessandro Barberis
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Dan Hudson
- Chinese Academy of Medical Sciences Oxford Institute, University of Oxford, Oxford, UK; The Rosalind Franklin Institute, Didcot, UK
| | | | | | | | - Simon R Lord
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Syed Haider
- Breast Cancer Now Toby Robins Breast Cancer Research Centre, The Institute of Cancer Research, London, UK
| | - Adrian L Harris
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK
| | - Francesca M Buffa
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK; CompBio Lab, Department of Computing Sciences, Bocconi University, Milan, Italy; AI and Systems Biology Lab, IFOM - Istituto Fondazione di Oncologia Molecolare ETS, Milan, Italy.
| | - Benjamin H L Harris
- Computational Biology and Integrative Genomics Lab, Department of Oncology, University of Oxford, Oxford, UK; St. Catherine's College, University of Oxford, Oxford, UK; Cutrale Perioperative and Ageing Group, Imperial College London, London, UK.
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Fu CL, Zhao ZW, Zhang QN. The crosstalk between cellular survival pressures and N6-methyladenosine modification in hepatocellular carcinoma. Hepatobiliary Pancreat Dis Int 2025; 24:67-75. [PMID: 39155161 DOI: 10.1016/j.hbpd.2024.08.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 08/09/2024] [Indexed: 08/20/2024]
Abstract
BACKGROUND Within the tumor microenvironment, survival pressures are prevalent with potent drivers of tumor progression, angiogenesis, and therapeutic resistance. N6-methyladenosine (m6A) methylation has been recognized as a critical post-transcriptional mechanism regulating various aspects of mRNA metabolism. Understanding the intricate interplay between survival pressures and m6A modification provides new insights into the molecular mechanisms underlying hepatocellular carcinoma (HCC) progression and highlights the potential for targeting the survival pressures-m6A axis in HCC diagnosis and treatment. DATA SOURCES A literature search was conducted in PubMed, MEDLINE, and Web of Science for relevant articles published up to April 2024. The keywords used for the search included hepatocellular carcinoma, cellular survival, survival pressure, N6-methyladenosine, tumor microenvironment, stress response, and hypoxia. RESULTS This review delves into the multifaceted roles of survival pressures and m6A RNA methylation in HCC, highlighting how survival pressures modulate the m6A landscape, the impact of m6A modification on survival pressure-responsive gene expression, and the consequent effects on HCC cell survival, proliferation, metastasis, and resistance to treatment. Furthermore, we explored the therapeutic potential of targeting this crosstalk, proposing strategies that leverage the understanding of survival pressures and m6A RNA methylation mechanisms to develop novel, and more effective treatments for HCC. CONCLUSIONS The interplay between survival pressures and m6A RNA methylation emerges as a complex regulatory network that influences HCC pathogenesis and progression.
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Affiliation(s)
- Chu-Li Fu
- Department of Hematology and Oncology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, China
| | - Zheng-Wei Zhao
- Biomedicine Research Center, Guangdong Provincial Key Laboratory of Major Obstetric Disease, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, the Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150, China
| | - Qiang-Nu Zhang
- Biomedicine Research Center, Guangdong Provincial Key Laboratory of Major Obstetric Disease, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, the Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150, China.
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Zhang Q, Zhang Y, Fu C, He X, Huang Z, Wu G, Wei T, Jin W, Yan L, Wu M, Peng G, Fan L, Li M, Guo Y, Bi J, Bai Y, Roessler S, Yan GR, Liu L. CSTF2 Supports Hypoxia Tolerance in Hepatocellular Carcinoma by Enabling m6A Modification Evasion of PGK1 to Enhance Glycolysis. Cancer Res 2025; 85:515-534. [PMID: 39514400 DOI: 10.1158/0008-5472.can-24-2283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Revised: 08/24/2024] [Accepted: 11/04/2024] [Indexed: 11/16/2024]
Abstract
Cleavage stimulation factor subunit 2 (CSTF2) is a fundamental factor in the regulation of 3'-end cleavage and alternative polyadenylation of pre-mRNAs. Previous work has identified a tumor-promoting role of CSTF2, suggesting that it may represent a potential therapeutic target. In this study, we aimed to elucidate the mechanistic function of CSTF2 in hepatocellular carcinoma (HCC). CSTF2 upregulation was frequent in HCC, and elevated levels of CSTF2 correlated with poor patient prognosis. Although CSTF2 inhibition did not suppress HCC growth under nonstress conditions, it supported tolerance and survival of HCC cells under hypoxic conditions. Mechanistically, CSTF2 increased phosphoglycerate kinase 1 (PGK1) protein production to enhance glycolysis, thereby sustaining the energy supply under hypoxic conditions. CSTF2 shortened the 3' untranslated region of PGK1 pre-mRNA by binding near the proximal polyadenylation site. This shortening led to a loss of N6-methyladenosine (m6A) modification sites that are bound by YTH m6A RNA-binding protein F2 and increase degradation of PGK1 mRNA. Concurrently, hypoxia increased m6A modification of PGK1 mRNA near the proximal polyadenylation site that was recognized by the YTH m6A RNA-binding protein C1, which recruited CSTF2 to enhance the shortening of the PGK1 3' untranslated region. A small-molecule screen identified masitinib as an inhibitor of CSTF2. Masitinib counteracted PGK1 upregulation by CSTF2 and suppressed the growth of HCC xenograft and patient-derived organoid models. In conclusion, this study revealed a function of CSTF2 in supporting HCC survival under hypoxia conditions through m6A modification evasion and metabolic reprogramming, indicating that inhibiting CSTF2 may overcome hypoxia tolerance in HCC. Significance: Targeting CSTF2 inhibits hepatocellular carcinoma survival in hypoxic microenvironments, which may be a promising therapeutic strategy for treating liver cancer.
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Affiliation(s)
- Qiangnu Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
- Biomedicine Research Center, Guangdong Provincial Key Laboratory of Major Obstetric Disease, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Yusen Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Chuli Fu
- Department of Hematology and Oncology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Xiaoyan He
- Department of Pathology, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Zuotian Huang
- Department of Hepatobiliary and Pancreatic Tumor Center, Chongqing University Cancer Hospital, Chongqing, China
| | - Geyan Wu
- Biomedicine Research Center, Guangdong Provincial Key Laboratory of Major Obstetric Disease, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Teng Wei
- Cytotherapy Laboratory, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Wen Jin
- Department of Neurology, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Lesen Yan
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Meilong Wu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Gongze Peng
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - LinLan Fan
- Experimental and teaching Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Mingyue Li
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Yuehua Guo
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Jiangang Bi
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Yu Bai
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
| | - Stephanie Roessler
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Guang-Rong Yan
- Biomedicine Research Center, Guangdong Provincial Key Laboratory of Major Obstetric Disease, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Liping Liu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, China
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Susanti R, Dafip M, Mustikaningtyas D, Putra A. Predictive action of oncomiR in suppressing TP53 signaling pathway in hypoxia-conditioned colon cancer cell line HCT-116. Cell Biol Int 2024; 48:1891-1905. [PMID: 39285519 DOI: 10.1002/cbin.12243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 05/09/2024] [Accepted: 08/31/2024] [Indexed: 11/15/2024]
Abstract
Hypoxia-induced heterogeneity in colorectal cancer (CRC) significantly impacts patient survival by promoting chemoresistance. These conditions alter the regulation of miRNAs, key regulators of crucial processes like proliferation, apoptosis, and invasion, leading to tumor progression. Despite their promising potential as diagnostic and therapeutic targets, the underlying mechanisms by which miRNAs influence hypoxia-mediated tumorigenesis remain largely unexplored. This study aims to elucidate the action of miRNAs in HCT-116 colorectal cancer stem cells (CSCs) under hypoxia, providing valuable insights into their role in tumor adaptation and progression. MiRNA expression was determined using Nanostring nCounter, and bioinformatic analysis was performed to explain the molecular pathway. A total of 50 miRNAs were obtained with an average count of ≥ 20 reads for comparative expression analysis. The results showed that hypoxia-affected 36 oncomiRs were increased in HCT-116, and 14 suppressor-miRs were increased in MSCs. The increase in miRNA expression occurred consistently from normoxia to hypoxia and significantly differed between mesenchymal stem cells (MSCs) and HCT-116. Furthermore, miR-16-5p and miR-29a-3p were dominant in regulating the p53 signaling pathway, which is thought to be related to the escape mechanism against hypoxia and maintaining cell proliferation. More research with a genome-transcriptome axis approach is needed to fully understand miRNAs' role in adapting CRC cells and MSCs to hypoxia. Further research could focus on developing specific biomarkers for diagnosis. In addition, anti-miR can be developed as a therapy to prevent cancer proliferation or inhibit the adaptation of cancer cells to hypoxia.
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Affiliation(s)
- R Susanti
- Department of Biology, Faculty of Mathematics and Natural Science, Universitas Negeri Semarang, Semarang, Indonesia
| | - Muchamad Dafip
- Department of Biology, Faculty of Mathematics and Natural Science, Universitas Negeri Semarang, Semarang, Indonesia
- Doctoral Program of Biotechnology, Postgraduate School, Universitas Gadjah Mada, Yogyakarta, Indonesia
| | - Dewi Mustikaningtyas
- Department of Biology, Faculty of Mathematics and Natural Science, Universitas Negeri Semarang, Semarang, Indonesia
| | - Agung Putra
- Department of Biomedical Science, Faculty of Medicine, Universitas Islam Sultan Agung, Semarang, Indonesia
- Stem Cell and Cancer Research (SCCR), Faculty of Medicine, Universitas Islam Sultan Agung, Semarang, Indonesia
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Nair MG, Mavatkar AD, Naidu CM, V. P. S, C. E. A, Rajarajan S, Sahoo S, Mohan G, Jaikumar VS, Ramesh RS, B. S. S, Jolly MK, Maliekal TT, Prabhu JS. Elucidating the Role of MicroRNA-18a in Propelling a Hybrid Epithelial-Mesenchymal Phenotype and Driving Malignant Progression in ER-Negative Breast Cancer. Cells 2024; 13:821. [PMID: 38786043 PMCID: PMC11119613 DOI: 10.3390/cells13100821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 04/19/2024] [Accepted: 04/29/2024] [Indexed: 05/25/2024] Open
Abstract
Epigenetic alterations that lead to differential expression of microRNAs (miRNAs/miR) are known to regulate tumour cell states, epithelial-mesenchymal transition (EMT) and the progression to metastasis in breast cancer. This study explores the key contribution of miRNA-18a in mediating a hybrid E/M cell state that is pivotal to the malignant transformation and tumour progression in the aggressive ER-negative subtype of breast cancer. The expression status and associated effects of miR-18a were evaluated in patient-derived breast tumour samples in combination with gene expression data from public datasets, and further validated in in vitro and in vivo breast cancer model systems. The clinical relevance of the study findings was corroborated against human breast tumour specimens (n = 446 patients). The down-regulated expression of miR-18a observed in ER-negative tumours was found to drive the enrichment of hybrid epithelial/mesenchymal (E/M) cells with luminal attributes, enhanced traits of migration, stemness, drug-resistance and immunosuppression. Further analysis of the miR-18a targets highlighted possible hypoxia-inducible factor 1-alpha (HIF-1α)-mediated signalling in these tumours. This is a foremost report that validates the dual role of miR-18a in breast cancer that is subtype-specific based on hormone receptor expression. The study also features a novel association of low miR-18a levels and subsequent enrichment of hybrid E/M cells, increased migration and stemness in a subgroup of ER-negative tumours that may be attributed to HIF-1α mediated signalling. The results highlight the possibility of stratifying the ER-negative disease into clinically relevant groups by analysing miRNA signatures.
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Affiliation(s)
- Madhumathy G. Nair
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Apoorva D. Mavatkar
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Chandrakala M. Naidu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Snijesh V. P.
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Anupama C. E.
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Savitha Rajarajan
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
| | - Sarthak Sahoo
- Department of Bioengineering, Indian Institute of Science (Bangalore), Bengaluru 560012, Karnataka, India
| | - Gayathri Mohan
- Cancer Research, Rajiv Gandhi Centre for Biotechnology (RGCB), Thiruvananthapuram 695014, Kerala, India
| | - Vishnu Sunil Jaikumar
- Animal Research Facility, Rajiv Gandhi Centre for Biotechnology (RGCB), Thiruvananthapuram 695014, Kerala, India
| | - Rakesh S. Ramesh
- Department of Surgical Oncology, St. John’s Medical College and Hospital, Bangalore 560034, Karnataka, India
| | - Srinath B. S.
- Department of Surgical Oncology, Sri Shankara Cancer Hospital and Research Centre, Bangalore 560004, Karnataka, India
| | - Mohit Kumar Jolly
- Department of Bioengineering, Indian Institute of Science (Bangalore), Bengaluru 560012, Karnataka, India
| | - Tessy Thomas Maliekal
- Cancer Research, Rajiv Gandhi Centre for Biotechnology (RGCB), Thiruvananthapuram 695014, Kerala, India
| | - Jyothi S. Prabhu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560034, Karnataka, India
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8
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Zhang Q, Wei T, Jin W, Yan L, Shi L, Zhu S, Bai Y, Zeng Y, Yin Z, Yang J, Zhang W, Wu M, Zhang Y, Peng G, Roessler S, Liu L. Deficiency in SLC25A15, a hypoxia-responsive gene, promotes hepatocellular carcinoma by reprogramming glutamine metabolism. J Hepatol 2024; 80:293-308. [PMID: 38450598 DOI: 10.1016/j.jhep.2023.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 10/17/2023] [Accepted: 10/19/2023] [Indexed: 03/08/2024]
Abstract
BACKGROUND & AIMS The role of solute carrier family 25 member 15 (SLC25A15), a critical component of the urea cycle, in hepatocellular carcinoma (HCC) progression remains poorly understood. This study investigated the impact of SLC25A15 on HCC progression and its mechanisms. METHODS We systematically investigated the function of SLC25A15 in HCC progression using large-scale data mining and cell, animal, and organoid models. Furthermore, we analyzed its involvement in reprogramming glutamine metabolism. RESULTS SLC25A15 expression was significantly decreased in HCC tissues, and patients with low SLC25A15 levels had a poorer prognosis. Hypoxia-exposed HCC cells or tissues had lower SLC25A15 expression. A positive correlation between HNF4A, a transcription factor suppressed by hypoxia, and SLC25A15 was observed in both HCC tissues and cells. Modulating HNF4A levels altered SLC25A15 mRNA levels. SLC25A15 upregulated SLC1A5, increasing glutamine uptake. The reactive metabolic pathway of glutamine was increased in SLC25A15-deficient HCC cells, providing energy for HCC progression through additional lipid synthesis. Ammonia accumulation due to low SLC25A15 levels suppressed the expression of OGDHL (oxoglutarate dehydrogenase L), a switch gene that mediates SLC25A15 deficiency-induced reprogramming of glutamine metabolism. SLC25A15-deficient HCC cells were more susceptible to glutamine deprivation and glutaminase inhibitors. Intervening in glutamine metabolism increased SLC25A15-deficient HCC cells' response to anti-PD-L1 treatment. CONCLUSION SLC25A15 is hypoxia-responsive in HCC, and low SLC25A15 levels result in glutamine reprogramming through SLC1A5 and OGDHL regulation, promoting HCC progression and regulating cell sensitivity to anti-PD-L1. Interrupting the glutamine-derived energy supply is a potential therapeutic strategy for treating SLC25A15-deficient HCC. IMPACT AND IMPLICATIONS We first demonstrated the tumor suppressor role of solute carrier family 25 member 15 (SLC25A15) in hepatocellular carcinoma (HCC) and showed that its deficiency leads to reprogramming of glutamine metabolism to promote HCC development. SLC25A15 can serve as a potential biomarker to guide the development of precision therapeutic strategies aimed at targeting glutamine deprivation. Furthermore, we highlight that the use of an inhibitor of glutamine utilization can enhance the sensitivity of low SLC25A15 HCC to anti-PD-L1 therapy.
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Affiliation(s)
- Qiangnu Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China; Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, 510632 Guangzhou, China
| | - Teng Wei
- Cytotherapy Laboratory, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; the First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Wen Jin
- Department of Neurology, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; the First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Lesen Yan
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Lulin Shi
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Siqi Zhu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Yu Bai
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Yuandi Zeng
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Zexin Yin
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Jilin Yang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Wenjian Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Meilong Wu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Yusen Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Gongze Peng
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Stephanie Roessler
- Institute of Pathology, Heidelberg University Hospital, 69120 Heidelberg, Germany
| | - Liping Liu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China.
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9
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Zhang Q, Hu W, Xiong L, Wen J, Wei T, Yan L, Liu Q, Zhu S, Bai Y, Zeng Y, Yin Z, Yang J, Zhang W, Wu M, Zhang Y, Peng G, Bao S, Liu L. IHGA: An interactive web server for large-scale and comprehensive discovery of genes of interest in hepatocellular carcinoma. Comput Struct Biotechnol J 2023; 21:3987-3998. [PMID: 37635767 PMCID: PMC10457689 DOI: 10.1016/j.csbj.2023.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 08/04/2023] [Accepted: 08/04/2023] [Indexed: 08/29/2023] Open
Abstract
Mining gene expression data is valuable for discovering novel biomarkers and therapeutic targets in hepatocellular carcinoma (HCC). Although emerging data mining tools are available for pan-cancer-related gene data analysis, few tools are dedicated to HCC. Moreover, tools specifically designed for HCC have restrictions such as small data scale and limited functionality. Therefore, we developed IHGA, a new interactive web server for discovering genes of interest in HCC on a large-scale and comprehensive basis. Integrative HCC Gene Analysis (IHGA) contains over 100 independent HCC patient-derived datasets (with over 10,000 tissue samples) and more than 90 cell models. IHGA allows users to conduct a series of large-scale and comprehensive analyses and data visualizations based on gene mRNA levels, including expression comparison, correlation analysis, clinical characteristics analysis, survival analysis, immune system interaction analysis, and drug sensitivity analysis. This method notably enhanced the richness of clinical data in IHGA. Additionally, IHGA integrates artificial intelligence (AI)-assisted gene screening based on natural language models. IHGA is free, user-friendly, and can effectively reduce time spent during data collection, organization, and analysis. In conclusion, IHGA is competitive in terms of data scale, data diversity, and functionality. It effectively alleviates the obstacles caused by HCC heterogeneity to data mining work and helps advance research on the molecular mechanisms of HCC.
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Affiliation(s)
- Qiangnu Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
- Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, 510632 Guangzhou, China
| | - Weibin Hu
- Key Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, South China Normal University, 510631 Guangzhou, China
| | - Lingfeng Xiong
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Guangdong Pharmaceutical University, 510632 Guangzhou, China
| | - Jin Wen
- Department of Neurology, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, the First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Teng Wei
- Cytotherapy Laboratory, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, the First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Lesen Yan
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Quan Liu
- Laboratory Medicine Center, Huazhong University of Science and Technology Union Shenzhen Hospital (Nanshan Hospital), 518000 Shenzhen, China
| | - Siqi Zhu
- Laboratory Medicine Center, Huazhong University of Science and Technology Union Shenzhen Hospital (Nanshan Hospital), 518000 Shenzhen, China
| | - Yu Bai
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Yuandi Zeng
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Zexin Yin
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Jilin Yang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Wenjian Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Meilong Wu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Yusen Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Gongze Peng
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Shiyun Bao
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
| | - Liping Liu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People’s Hospital (The Second Clinical Medical College, Jinan University, The First Affiliated Hospital, Southern University of Science and Technology), 518020 Shenzhen, China
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10
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Zhang Q, Xiong L, Wei T, Liu Q, Yan L, Chen J, Dai L, Shi L, Zhang W, Yang J, Roessler S, Liu L. Hypoxia-responsive PPARGC1A/BAMBI/ACSL5 axis promotes progression and resistance to lenvatinib in hepatocellular carcinoma. Oncogene 2023; 42:1509-1523. [PMID: 36932115 DOI: 10.1038/s41388-023-02665-y] [Citation(s) in RCA: 50] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2022] [Revised: 03/01/2023] [Accepted: 03/09/2023] [Indexed: 03/19/2023]
Abstract
Emerging evidence has indicated that peroxisome proliferator-activated receptor-gamma coactivator-1α (PPARGC1A) is involved in hepatocellular carcinoma (HCC). However, its detailed function and up- and downstream mechanisms are incompletely understood. In this study, we confirmed that PPAGC1A is lowly expressed in HCC and is associated with poor prognosis using large-scale public datasets and in-house cohorts. PPAGC1A was found to impair the progression and sensitivity of HCC to lenvatinib. Mechanistically, PPAGC1A repressed bone morphogenetic protein and activin membrane-bound inhibitor (BAMBI) by inhibiting WNT/β-catenin signaling. BAMBI mediated the function of PPARGC1A and regulated ACSL5 through TGF-β/SMAD signaling. PPARGC1A/BAMBI regulated ROS production and ferroptosis-related cell death by controlling ACSL5. PPARGC1A/BAMBI/ACSL5 axis was hypoxia-responsive. METTL3 and WTAP silenced PPARGC1A in an m6A-YTHDF2-dependent way under normoxia and hypoxia, respectively. Metformin restored PPARGC1A expression by reducing its m6A modification via inhibiting METTL3. In animal models and patient-derived organoids, consistent functional data of PPARGC1A/BAMBI/ACSL5 were observed. Conclusions: These findings provide new insights into the role of the aberrant PPARGC1A/BAMBI/ACSL5 axis in HCC. And the mechanism of PPARGC1A dysregulation was explained by m6A modification. Metformin may benefit HCC patients with PPARGC1A dysregulation.
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Affiliation(s)
- Qiangnu Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China.,Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, 510632, Guangzhou, China
| | - Lingfeng Xiong
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Teng Wei
- Cytotherapy Laboratory, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; the First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Quan Liu
- Laboratory Medicine Center, Huazhong University of Science and Technology Union Shenzhen Hospital (Nanshan Hospital), 518000, Shenzhen, China
| | - Lesen Yan
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Jiaojuan Chen
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Lu Dai
- School of Medcine, Southern University of Science and Technology, 518055, Shenzhen, Guangdong, China
| | - Lulin Shi
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Wenjian Zhang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Jilin Yang
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China
| | - Stephanie Roessler
- Institute of Pathology, Heidelberg University Hospital, 69120, Heidelberg, Germany
| | - Liping Liu
- Division of Hepatobiliary and Pancreas Surgery, Department of General Surgery, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), 518020, Shenzhen, China.
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11
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Zhang G, Zhang K, Zhao Y, Yang Q, Lv X. A novel stemness-hypoxia-related signature for prognostic stratification and immunotherapy response in hepatocellular carcinoma. BMC Cancer 2022; 22:1103. [DOI: 10.1186/s12885-022-10195-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 10/18/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
The specific differentiation potential, unlimited proliferation, and self-renewal capacity of cancer stem cells (CSCs) are closely related to the occurrence, recurrence, and drug resistance of hepatocellular carcinoma (HCC), as well as hypoxia. Therefore, an in-depth analysis of the relationship between HCC stemness, oxygenation status, and the effectiveness of immunotherapy is necessary to improve the poor prognosis of HCC patients.
Methods
The weighted gene co-expression network analysis (WGCNA) was utilized to find hypoxia-related genes, and the stemness index (mRNAsi) was evaluated using the one-class logistic regression (OCLR) technique. Based on stemness-hypoxia-related genes (SHRGs), population subgroup categorization using NMF cluster analysis was carried out. The relationship between SHRGs and survival outcomes was determined using univariate Cox regression. The LASSO-Cox regression strategy was performed to investigate the quality and establish the classifier associated with prognosis. The main effect of risk scores on the tumor microenvironment (TME) and its response to immune checkpoint drugs was also examined. Finally, qRT-PCR was performed to explore the expression and prognostic value of the signature in clinical samples.
Results
After identifying tumor stemness- and hypoxia-related genes through a series of bioinformatics analyses, we constructed a prognostic stratification model based on these SHRGs, which can be effectively applied to the prognostic classification of HCC patients and the prediction of immune checkpoint inhibitors (ICIs) efficacy. Independent validation of the model in the ICGC cohort yielded good results. In addition, we also constructed hypoxic cell models in Herp3B and Huh7 cells to verify the expression of genes in the prognostic model and found that C7, CLEC1B, and CXCL6 were not only related to the tumor stemness but also related to hypoxia. Finally, we found that the constructed signature had a good prognostic value in the clinical sample.
Conclusions
We constructed and validated a stemness-hypoxia-related prognostic signature that can be used to predict the efficacy of ICIs therapy. We also verified that C7, CLEC1B, and CXCL6 are indeed associated with stemness and hypoxia through a hypoxic cell model, which may provide new ideas for individualized immunotherapy.
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12
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Peng J, Lu F, Huang J, Zhang J, Gong W, Hu Y, Wang J. Development and validation of a pyradiomics signature to predict initial treatment response and prognosis during transarterial chemoembolization in hepatocellular carcinoma. Front Oncol 2022; 12:853254. [PMID: 36324581 PMCID: PMC9618693 DOI: 10.3389/fonc.2022.853254] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 09/30/2022] [Indexed: 11/08/2023] Open
Abstract
We aimed to develop and validate a pyradiomics model for preoperative prediction of initial treatment response to transarterial chemoembolization (TACE) in patients with hepatocellular carcinoma (HCC). To this end, computed tomography (CT) images were acquired from multi-centers. Numerous pyradiomics features were extracted and machine learning approach was used to build a model for predicting initial response of TACE treatment. The predictive accuracy, overall survival (OS), and progression-free survival (PFS) were analyzed. Gene Set Enrichment Analysis (GSEA) was further used to explore signaling pathways in The Cancer Genome Atlas (TCGA)-HCC cohort. Overall, 24 of the 1,209 pyradiomic features were selected using the least absolute shrinkage and selection operator (LASSO) algorithm. The pyradiomics signature showed high predictive accuracy across the discovery set (AUC: 0.917, 95% confidence interval [CI]: 86.93-96.39), validation set 1 (AUC: 0.902, 95% CI: 84.81-95.59), and validation set 2 (AUC: 0.911; 95% CI: 83.26-98.98). Based on the classification of pyradiomics model, we found that a group with high values base on pyramidomics score showed good PFS and OS (both P<0.001) and was negatively correlated with glycolysis pathway. The proposed pyradiomics signature could accurately predict initial treatment response and prognosis, which may be helpful for clinicians to better screen patients who are likely to benefit from TACE.
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Affiliation(s)
- Jie Peng
- Department of Oncology, The Second Affiliated Hospital, GuiZhou Medical University, Kaili, China
| | - Fangyang Lu
- Department of Oncology, The Second Affiliated Hospital, GuiZhou Medical University, Kaili, China
| | - Jinhua Huang
- Department of Minimal Invasive Interventional Therapy, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Jing Zhang
- Department of Medical Imaging Center, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Wuxing Gong
- Department of Oncology, Zhuhai Hospital Affiliated with Jinan University, Jinan University, Zhuhai, China
| | - Yong Hu
- Department of Oncology, Guiyang Public Health Clinical Center, Guiyang, China
| | - Jun Wang
- Department of Oncology, The Third Affiliated Hospital, GuiZhou Medical University, Duyun, China
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13
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Luan M, Si H. Novel hypoxia features with appealing implications in discriminating the prognosis, immune escape and drug responses of 947 hepatocellular carcinoma patients. Transl Cancer Res 2022; 11:2097-2121. [PMID: 35966318 PMCID: PMC9372209 DOI: 10.21037/tcr-22-253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Accepted: 05/17/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Hypoxia has a profound impact on the development and progression of hepatocellular carcinoma (HCC). This study aimed to explore and elucidate how hypoxia affect prognosis, immune escape and drug responses in HCC. METHODS HCC-specific hypoxia signatures were identified based on the intersect of differentially expressed genes (DEGs) of GSE41666 and GSE15366. The hypoxia score was calculated using the gene set variation analysis (GSVA) function and validated on GSE18494. We collected five cohorts [The Cancer Genome Atlas (TCGA), GSE14520, GSE39791, GSE36376, GSE57957] for further analysis. First, we analyzed the effect of the hypoxia score on prognosis. Next, we systematically analyzed the potential hypoxia-related immune escape mechanisms and the effect of hypoxia upon immunotherapy. Then, we predicted and screened potential sensitive drugs for HCC patients with high hypoxia levels using machine learning and docking. RESULTS We constructed a novel HCC-specific hypoxia score and undertook further analysis in five cohorts (TCGA, GSE14520, GSE39791, GSE36376, GSE57957). We observed that patients with high hypoxia scores exhibited worse overall survival (OS) in TCGA and GSE14520. We also constructed a hypoxia-related nomogram that had good performance in predicting HCC patients' prognosis. Furthermore, patients with lower hypoxia scores had a lower risk of immune escape and thus may benefit from immunotherapy. Finally, we predicted and screened VLX600 as the candidate drug for HCC patients with high hypoxia scores. We further explored and elucidated why VLX600 was more sensitive in HCC patients with high hypoxia than with low hypoxia HCC patients using weighted gene co-expression network analysis (WGCNA). CONCLUSIONS This study provides further evidence of the link between hypoxia and prognosis and immune escape in HCC patients. Moreover, our research screened VLX600 as a potential drug for HCC patients with high hypoxia levels and elucidated the potential mechanism.
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Affiliation(s)
| | - Hongzong Si
- Institute for Computational Science and Engineering, Laboratory of New Fibrous Materials and Modern Textile State Key Laboratory, Qingdao University, Qingdao, China
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14
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Al Hrout A, Cervantes-Gracia K, Chahwan R, Amin A. Modelling liver cancer microenvironment using a novel 3D culture system. Sci Rep 2022; 12:8003. [PMID: 35568708 PMCID: PMC9107483 DOI: 10.1038/s41598-022-11641-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Accepted: 04/27/2022] [Indexed: 12/22/2022] Open
Abstract
The tumor microenvironment and its contribution to tumorigenesis has been a focal highlight in recent years. A two-way communication between the tumor and the surrounding microenvironment sustains and contributes to the growth and metastasis of tumors. Progression and metastasis of hepatocellular carcinoma (HCC) have been reported to be exceedingly influenced by diverse microenvironmental cues. In this study, we present a 3D-culture model of liver cancer to better mimic in vivo tumor settings. By creating novel 3D co-culture model that combines free-floating and scaffold-based 3D-culture techniques of liver cancer cells and fibroblasts, we aimed to establish a simple albeit reproducible ex vivo cancer microenvironment model that captures tumor-stroma interactions. The model presented herein exhibited unique gene expression and protein expression profiles when compared to 2D and 3D mono-cultures of liver cancer cells. Our results showed that in vivo like conditions cannot be mimicked by simply growing cancer cells as spheroids, but by co-culturing them with 3D fibroblast with which they were able to crosstalk. This was evident by the upregulation of several pathways involved in HCC, and the increase in secreted factors by co-cultured cancer cells, many of which are also involved in tumor-stroma interactions. Compared to the conventional 2D culture, the proposed model exhibits an increase in the expression of genes associated with development, progression, and poor prognosis of HCC. Our results correlated with an aggressive outcome that better mirrors in vivo HCC, and therefore, a more reliable platform for molecular understanding of HCC.
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Affiliation(s)
- Ala'a Al Hrout
- Institute of Experimental Immunology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
- Biology Department, College of Science, UAE University, P.O. Box 15551, Al-Ain, United Arab Emirates
| | - Karla Cervantes-Gracia
- Institute of Experimental Immunology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Richard Chahwan
- Institute of Experimental Immunology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland.
| | - Amr Amin
- Biology Department, College of Science, UAE University, P.O. Box 15551, Al-Ain, United Arab Emirates.
- The University of Chicago, Chicago, IL, 60637, USA.
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15
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Abou Khouzam R, Zaarour RF, Brodaczewska K, Azakir B, Venkatesh GH, Thiery J, Terry S, Chouaib S. The Effect of Hypoxia and Hypoxia-Associated Pathways in the Regulation of Antitumor Response: Friends or Foes? Front Immunol 2022; 13:828875. [PMID: 35211123 PMCID: PMC8861358 DOI: 10.3389/fimmu.2022.828875] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 01/19/2022] [Indexed: 12/15/2022] Open
Abstract
Hypoxia is an environmental stressor that is instigated by low oxygen availability. It fuels the progression of solid tumors by driving tumor plasticity, heterogeneity, stemness and genomic instability. Hypoxia metabolically reprograms the tumor microenvironment (TME), adding insult to injury to the acidic, nutrient deprived and poorly vascularized conditions that act to dampen immune cell function. Through its impact on key cancer hallmarks and by creating a physical barrier conducive to tumor survival, hypoxia modulates tumor cell escape from the mounted immune response. The tumor cell-immune cell crosstalk in the context of a hypoxic TME tips the balance towards a cold and immunosuppressed microenvironment that is resistant to immune checkpoint inhibitors (ICI). Nonetheless, evidence is emerging that could make hypoxia an asset for improving response to ICI. Tackling the tumor immune contexture has taken on an in silico, digitalized approach with an increasing number of studies applying bioinformatics to deconvolute the cellular and non-cellular elements of the TME. Such approaches have additionally been combined with signature-based proxies of hypoxia to further dissect the turbulent hypoxia-immune relationship. In this review we will be highlighting the mechanisms by which hypoxia impacts immune cell functions and how that could translate to predicting response to immunotherapy in an era of machine learning and computational biology.
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Affiliation(s)
- Raefa Abou Khouzam
- Thumbay Research Institute for Precision Medicine, Gulf Medical University, Ajman, United Arab Emirates
| | - Rania Faouzi Zaarour
- Thumbay Research Institute for Precision Medicine, Gulf Medical University, Ajman, United Arab Emirates
| | - Klaudia Brodaczewska
- Laboratory of Molecular Oncology and Innovative Therapies, Military Institute of Medicine, Warsaw, Poland
| | - Bilal Azakir
- Faculty of Medicine, Beirut Arab University, Beirut, Lebanon
| | - Goutham Hassan Venkatesh
- Thumbay Research Institute for Precision Medicine, Gulf Medical University, Ajman, United Arab Emirates
| | - Jerome Thiery
- INSERM U1186, Gustave Roussy Cancer Campus, Université Paris-Saclay, Villejuif, France.,Faculty of Medicine, University Paris Sud, Le Kremlin Bicêtre, France
| | - Stéphane Terry
- INSERM U1186, Gustave Roussy Cancer Campus, Université Paris-Saclay, Villejuif, France.,Faculty of Medicine, University Paris Sud, Le Kremlin Bicêtre, France.,Research Department, Inovarion, Paris, France
| | - Salem Chouaib
- Thumbay Research Institute for Precision Medicine, Gulf Medical University, Ajman, United Arab Emirates.,INSERM U1186, Gustave Roussy Cancer Campus, Université Paris-Saclay, Villejuif, France
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16
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Li H, Liu L, Huang T, Jin M, Zheng Z, Zhang H, Ye M, Liu K. Establishment of a novel ferroptosis-related lncRNA pair prognostic model in colon adenocarcinoma. Aging (Albany NY) 2021; 13:23072-23095. [PMID: 34610581 PMCID: PMC8544324 DOI: 10.18632/aging.203599] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 09/20/2021] [Indexed: 12/12/2022]
Abstract
Long non-coding RNAs (lncRNAs) have been reported to be prognostic factors for cancer. Ferroptosis is an iron-dependent process of programmed cell death. Here, we established a ferroptosis-related lncRNA (frlncRNA) pair signature and revealed its prognostic value in colon adenocarcinoma (COAD) by analyzing the data from The Cancer Genome Atlas (TCGA). FrlncRNAs were identified based on co-expression analysis using the Pearson correlation. Differentially expressed frlncRNAs (DEfrlncRNAs) were recognized and paired, followed by prognostic assessment using univariate Cox regression analysis. The least absolute shrinkage and selection operator (LASSO) penalized Cox analysis was used to determine and construct a risk score prognostic model, by which the receiver operating characteristic (ROC) curves for predicting the overall survival (OS) were conducted. Following the evaluation of whether it was an independent prognostic factor, correlations between the risk score model and clinicopathological characteristics, hypoxia- and immune-related factors, and somatic variants were investigated. In total, 148 DEfrlncRNA pairs were identified, 25 of which were involved in a risk score prognostic signature. The area under ROC curves (AUCs) representing the predictive effect for 1-, 3-, and 5-year survival rates were 0.860, 0.885, and 0.934, respectively. The risk score model was confirmed as an independent prognostic factor and was significantly superior to the clinicopathological characteristics. Correlation analyses showed disparities in clinicopathological characteristics, hypoxia- and immune-related factors, and somatic variants, as well as specific signaling pathways between high- and low-risk groups. The novel risk score prognostic model constructed by pairing DEfrlncRNAs showed promising clinical prediction value in COAD.
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Affiliation(s)
- Hong Li
- Department of General Surgery, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
| | - Lili Liu
- Department of Medical Oncology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Tianyi Huang
- Department of Radiation Oncology, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
| | - Ming Jin
- Department of Radiation Oncology, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
| | - Zhen Zheng
- Department of Radiation Oncology, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
| | - Hui Zhang
- Department of Radiation Oncology, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
| | - Meng Ye
- Department of Oncology and Hematology, The Affiliated Hospital of Medical School of Ningbo University, Ningbo, China
| | - Kaitai Liu
- Department of Radiation Oncology, The Affiliated Lihuili Hospital, Ningbo University, Ningbo, China
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17
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Qiao L, Zhang Q, Sun Z, Liu Q, Wu Z, Hu W, Bao S, Yang Q, Liu L. The E2F1/USP11 positive feedback loop promotes hepatocellular carcinoma metastasis and inhibits autophagy by activating ERK/mTOR pathway. Cancer Lett 2021; 514:63-78. [PMID: 34044068 DOI: 10.1016/j.canlet.2021.05.015] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 05/14/2021] [Accepted: 05/14/2021] [Indexed: 12/14/2022]
Abstract
Deubiquitinase ubiquitin-specific protease 11 (USP11), a member of the deubiquitinating family, plays an important but still controversial role in cancer development. Namely, USP11 has been shown to promote the proliferation and metastasis of hepatocellular carcinoma (HCC), but the underlying molecular basis is poorly understood. This study aimed to unravel novel functions of USP11 in HCC, especially those related to autophagy. Here, EdU, migration and colony formation assays, and mouse models showed that USP11 played a crucial role in HCC cell proliferation and metastasis in vitro and in vivo. Results from co-immunoprecipitation and ubiquitination assays demonstrated that USP11 interacted with E2F1 and maintained E2F1 protein stability by removing its ubiquitin. Notably, E2F1 regulated USP11 expression at the transcriptional level. Thus, the E2F1/USP11 formed a positive feedback loop to promote the proliferation and migration of HCC cells. Moreover, E2F1/USP11 inhibited autophagy by regulating ERK/mTOR pathway. In addition, the combination treatment inhibition of USP11 and autophagy enhanced the apoptosis of HCC cells and inhibited the tumor growth in mice more effective than either treatment alone. Taken together, these results indicate that the E2F1/USP11 signal axis promotes HCC proliferation and metastasis and inhibits autophagy, which provides an experimental basis for the treatment of HCC.
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Affiliation(s)
- Lijun Qiao
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, 510632, Guangdong, China
| | - Qiangnu Zhang
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, 510632, Guangdong, China
| | - Zhe Sun
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, 510632, Guangdong, China
| | - Quan Liu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Department of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, 518020, Guangdong, China
| | - Zongze Wu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Department of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, 518020, Guangdong, China
| | - Weibin Hu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Department of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, 518020, Guangdong, China
| | - Shiyun Bao
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Department of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, 518020, Guangdong, China
| | - Qinhe Yang
- School of Traditional Chinese Medicine, Jinan University, Guangzhou, 510632, Guangdong, China.
| | - Liping Liu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, 518020, Guangdong, China; Department of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, 518020, Guangdong, China.
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18
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Ma Y, Sun W, Zhang Q, Gao B, Cai W, Liu Q, Liao J, Wang X. lncRNA BSG-AS1 is hypoxia-responsive and promotes hepatocellular carcinoma by enhancing BSG mRNA stability. Biochem Biophys Res Commun 2021; 566:101-107. [PMID: 34119821 DOI: 10.1016/j.bbrc.2021.06.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Accepted: 06/01/2021] [Indexed: 02/07/2023]
Abstract
Emerging evidence indicates that aberrant changes of lncRNAs expression induced by hypoxia participate in the development of HCC. The present study aimed to identify novel hypoxia-responsive lncRNAs and reveal its role and mechanism in HCC. Hypoxia exposure in HCC tissues was comprehensively estimated based on public data using multiple hypoxia gene signatures. Huh7 cells were treated with hypoxia and RNA-seq was performed. Then we analyzed the changes of lncRNAs in HCC tissues and cells exposed to hypoxia. We found that lncRNA BSG-AS1 was highly expressed in tissues with high hypoxia score. Then we verified the response of lncRNA BSG-AS1 to hypoxia in the cell hypoxia model in vitro. Through functional phenotypic analysis, we found that lncRNA BSG-AS1 can mediate the promoting effect of hypoxia on the proliferation and migration in HCC cells. RNA-seq was used to find the downstream target genes of lncRNA BSG-AS1. Sequencing data and wet experiments showed that mRNA of BSG decreased after knockout of lncRNA BSG-AS1, and mediated the promotive effect of lncRNA BSG-AS1 on proliferation and migration in HCC cells. The mechanism is that lncRNA BSG-AS1 can enhance the stability of BSG mRNA as antisense lncRNA. Finally, the data based on the public cohort and the cohort we collected suggested that the overexpression of lncRNA BSG-AS1 and BSG are related to the poor prognosis. In conclusion, lncRNA BSG-AS1 is a novel hypoxia-responsive lncRNA. LncRNA BSG-AS1 can positively regulate BSG, by maintaining the mRNA stability of BSG, thus promoting the proliferation and migration of HCC. High expression of lncRNA BSG-AS1 and BSG are risk factors for prognosis.
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Affiliation(s)
- Yihui Ma
- The Department of Pathology,Heze Mudan People's Hospital (Heze Central Hospital), Heze, 274000, China
| | - Wenwen Sun
- The Department of Pathology, The Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, China
| | - Qiangnu Zhang
- Department of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, Shenzhen, 518020, China
| | - Bingfang Gao
- Department of Pathology, Zibo Hospital of Integrated Traditional Chinese and Western Medicine, Zibo, 55000, China
| | - Wen Cai
- The Department of Ultrasound Medicine, Heze Mudan People's Hospital (Heze Central Hospital), Heze, 274000, China
| | - QinLiang Liu
- Tai'an Center for Disease Control and Prevention, Taian, 271000, China
| | - Juan Liao
- Department of Gastroenterology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, 610041, China
| | - Xinli Wang
- The Department of Pathology, The Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, China.
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19
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Zhang Q, Qiao L, Liao J, Liu Q, Liu P, Liu L. A novel hypoxia gene signature indicates prognosis and immune microenvironments characters in patients with hepatocellular carcinoma. J Cell Mol Med 2021; 25:3772-3784. [PMID: 33616276 PMCID: PMC8051726 DOI: 10.1111/jcmm.16249] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 11/01/2020] [Accepted: 12/17/2020] [Indexed: 12/24/2022] Open
Abstract
Due to the lack of a suitable gene signature, it is difficult to assess the hypoxic exposure of HCC tissues. The clinical value of assessing hypoxia in HCC is short of tissue‐level evidence. We tried to establish a robust and HCC‐suitable hypoxia signature using microarray analysis and a robust rank aggregation algorithm. Based on the hypoxia signature, we obtained a hypoxia‐associated HCC subtypes system using unsupervised hierarchical clustering and a hypoxia score system was provided using gene set variation analysis. A novel signature containing 21 stable hypoxia‐related genes was constructed to effectively indicate the exposure of hypoxia in HCC tissues. The signature was validated by qRT‐PCR and compared with other published hypoxia signatures in multiple large‐size HCC cohorts. The subtype of HCC derived from this signature had different prognosis and other clinical characteristics. The hypoxia score obtained from the signature could be used to indicate clinical characteristics and predict prognoses of HCC patients. Moreover, we reveal a landscape of immune microenvironments in patients with different hypoxia score. In conclusion, we identified a novel HCC‐suitable 21‐gene hypoxia signature that could be used to estimate the hypoxia exposure in HCC tissues and indicated prognosis and a series of important clinical features in HCCs. It may enable the development of personalized counselling or treatment strategies for HCC patients with different levels of hypoxia exposure.
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Affiliation(s)
- Qiangnu Zhang
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, Guangdong, China.,Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, China
| | - Lijun Qiao
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, Guangdong, China.,Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, China
| | - Juan Liao
- Department of Gastroenterology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Quan Liu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, Guangdong, China.,Integrated Chinese and Western Medicine Postdoctoral Research Station, Jinan University, Guangzhou, China
| | - Pengyu Liu
- Department of Gastroenterology and Hepatology, Erasmus MC-University Medical Center, Rotterdam, NY, USA
| | - Liping Liu
- Department of Hepatobiliary and Pancreas Surgery, The Second Clinical Medical College, Jinan University (Shenzhen People's Hospital), Shenzhen, Guangdong, China.,Department of Hepatobiliary and Pancreas Surgery, the First Affiliated Hospital, Southern University of Science and Technology, Shenzhen, Guangdong, China
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